{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1e8649c1-318c-41b0-ba65-ea01424d32fc",
   "metadata": {},
   "source": [
    "# 使用python，绘制美观的神经网络图像"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe85b783-4bd2-4938-8998-2d6d2a365a34",
   "metadata": {},
   "source": [
    "networkx库可以用来创建和操作图类型的数据结构，其中包括无向图、有向图、带权图等等。\n",
    "\n",
    "神经网络可以看做是一种图数据结构，因此可以使用networkx库创建，并进行可视化的操作。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05aefecb",
   "metadata": {},
   "source": [
    "## 绘制一个2层网络"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "672d8bbc",
   "metadata": {},
   "source": [
    "我们希望画出一个2层网络，输入层有2个节点，输出层有3个节点。前面一层的节点会向后面一层的节点，连接一条边。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d969c8af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "G = nx.DiGraph()  # 创建空的有向图\n",
    "\n",
    "# 添加节点和边\n",
    "G.add_edge(1, 3)\n",
    "G.add_edge(1, 4)\n",
    "G.add_edge(1, 5)\n",
    "G.add_edge(2, 3)\n",
    "G.add_edge(2, 4)\n",
    "G.add_edge(2, 5)\n",
    "\n",
    "# 设置节点的位置\n",
    "pos = {\n",
    "    1: (0, 0.25),\n",
    "    2: (0, 0.75),\n",
    "    3: (1, 0.2),\n",
    "    4: (1, 0.5),\n",
    "    5: (1, 0.8)\n",
    "}\n",
    "\n",
    "# 绘制节点\n",
    "nx.draw(\n",
    "    G,  # 要绘制的图形\n",
    "    pos,  # 节点位置\n",
    "    with_labels=True,  # 节点是否带标签\n",
    "    node_color='white',  # 节点颜色\n",
    "    edgecolors='black',  # 边框颜色\n",
    "    linewidths=3,  # 边框宽度\n",
    "    width=2,  # 线的宽度\n",
    "    node_size=1000,  # 节点大小\n",
    ")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "974b6fe3",
   "metadata": {},
   "source": [
    "## 根据参数，绘制神经网络"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c509e8b",
   "metadata": {},
   "source": [
    "设置函数draw_network_digraph，它可以根据传入的输入层、隐藏层、输出层的神经元数量，绘制对应的神经网络。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2b91c3c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_network_digraph(input_num, hidden_num, output_num):\n",
    "    G = nx.DiGraph()  # 创建空的有向图\n",
    "\n",
    "    # 添加输入层节点到隐藏层节点的边\n",
    "    for i in range(input_num):\n",
    "        for j in range(hidden_num):\n",
    "            G.add_edge(i, j + input_num)\n",
    "\n",
    "    # 添加隐藏层节点到输出层节点的边\n",
    "    for i in range(hidden_num):\n",
    "        for j in range(output_num):\n",
    "            G.add_edge(i + input_num, j + input_num + hidden_num)\n",
    "\n",
    "    # 计算每个节点的位置\n",
    "    pos = {}\n",
    "    for i in range(input_num):\n",
    "        pos[i] = (0, i- input_num / 2)\n",
    "    for i in range(hidden_num):\n",
    "        pos[i + input_num] = (1, i - hidden_num / 2)\n",
    "    for i in range(output_num):\n",
    "        pos[i + input_num + hidden_num] = (2, i - output_num / 2)\n",
    "\n",
    "    # 绘制节点\n",
    "    nx.draw(\n",
    "        G,  # 要绘制的图形\n",
    "        pos,  # 节点位置\n",
    "        with_labels=True,  # 节点是否带标签\n",
    "        node_color='white',  # 节点颜色\n",
    "        edgecolors='black',  # 边框颜色\n",
    "        linewidths=3,  # 边框宽度\n",
    "        width=2,  # 线的宽度\n",
    "        node_size=1000,  # 节点大小\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4daec25a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_network_digraph(2, 3, 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6f3ba2a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_network_digraph(1, 10, 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "54e86ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_network_digraph(5,2,10)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1850bf10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8/fffsGbNGpaCo6WlBV27doWwsDBo3bo1XL16FaZMmSK3mo0qREdHw+TJk8tUOUdEWLx4scyZSQAAfX19YmayU6dOgIhw+PBhYj0/Pz9YvHgxo3TGx8dDcnIya8Di7OwMI0aMgMGDB0OlSpVkHpeaxykUSlnwyymU79+/h7Fjx8L27dsVrlu5cmXw8PAAU1NTEAgEUFhYCLm5uXDz5k149eqVwu1DQkJg5cqVYGlpqYmuU34C/yumaVXQpBlbEkSE8+fPQ1xcHOzduxcKCwuJ3+3t7WH48OEwZMgQsLe3h0ePHkFERATs2rWLWK9x48Zgbm4OR44cUfscAwMDYc2aNWUSqPPy5UsYMWIEy2eSC2tra2JgYmdnB+Hh4bB3717477//iHWDg4MhKioKXFxcIDs7G9avXw/r1q2D7OxsYj2BQAC9evWCsLAwaNq0qVzFubi4mIkep+ZxCoVSKvAXIikpCa2trREAOJuFhQWGh4fjgQMHMDs7W+6+srOz8cCBAxgeHo4WFhYy92ljY4NJSUk/6Awp6vDlyxe8ceMG7t27FxcvXowjRozAtm3bYrVq1VBLS0vmvZXX7OzssHnz5hgaGorz5s3Dbdu2YWpqKr579w5FItHPPmWV+Pr1Kx46dAjHjx+PNWvWlHveLi4uOHLkSNy3bx9+/PhRqf1/+vQJV61ahbVr1+bcZ0BAAO7fvx+LiooQETEnJwfHjh2LOjo6xHqurq6YmJiIQ4cOVeueSTczMzPcvHmzxu6XSCTCzZs3o5mZmcJj83g8QoaYmJgQvw8bNgwTExOxevXqxHIdHR0cN24cvn37FhERi4qKcP/+/ejv7895nDp16mBMTAzm5uYqdQ4fP37EvXv34ogRI9DZ2VnuOdSqVQsnTJiAhw4dwq9fv2rkGlIolIrLL6NQLlmyRKbga9CgAW7cuBHz8vLU2ndeXh5u3LgRGzRoIPMYS5cu1fAZUZRFJBLhq1ev8Pz587hp0yacPXs29u/fH319feUOMOQ1HR0ddHNzww4dOuCYMWPwr7/+wuTkZLxz5w5++/btZ59yqRAKhXj16lVcsGAB+vn5sRQ3yWZiYoLdu3fHuLg4fPjwoUrHSUtLw2HDhqGhoSFrv5aWljh58mRin9++fcOoqCg0NjYm1q1UqRKuXr0aT5w4gU5OThpRJiWbj48PJiQklEo+JCQkoI+Pj8rPmPhvIyMj9PLyIn53dnbGkydPYkxMDFaqVIl1X6Kioohn8cGDBzh58mS0tLRkHcvQ0BCHDx+O165dU+ncHj58iLGxsditWzeW0ivZBAIBtmrVChcuXIhpaWkoFArVupYUCqXi8ksolHPmzOEUcubm5piYmPjDZiAiIyM1chwKm8LCQnz48CEePXoUY2NjcdKkSditWzesW7cup8KiTDMxMUFPT0/s1asXTp06FdeuXYsnT57EJ0+eYHFx8c8+ZY3y7Nkz3LBhAwYHB3MqHOKmpaWFTZo0wTlz5uCFCxeYWUNlEStXDRs25Nx/06ZNccuWLZifn89sU1xcjOvXr0c7OztiXQMDA5w1axa+efMGw8PDiVk9Q0ND7N69u0YVS3Nzc5UsGMnJyRgeHo7m5uZqH1P62e3evTuxjMfjYXh4OL558wZnzpyJBgYGxPp2dna4YcMG4nnNz8/HxMREbNKkCecxGzVqpNYAu6ioCC9cuICzZ89GX19f5PP5Ms/LysoK+/Tpg3///Tc+f/5cpeNQKJSKSYVXKGXNTAYGBuLLly/L5JgvX77EwMBAzuPSmUr1kWWadnZ2pqZpFSlrM7Y09+/fl6lcGRkZYVhYGN68eZPYRiQS4cGDB1mmcC0tLRwxYgS+fPkSL1++jO7u7sTvzZo1wy5dumhUmeRqtra2GBAQgEFBQdi/f38MCgrCgIAAtLW1LfW+JZVj6WvWpUsXbNq0KbGsZs2aePnyZXz58iUOHz6cpczVrl0bU1JSWM/0zZs3MSwsDI2MjGQq0BkZGWrdc7F5fOTIkUqZx8ePH0/N4xTKL0yFViiTkpI4hVd0dHSZKwsikQijo6M5j099KrmRNk3PmjVLo6bp0aNH/1KmaVX4UWZsSQoLC3H37t3YunVrzuN4eHhgfHw8fv78mbVtamoqtmzZkrVN165dMT09HQsKCnDGjBnEQEJXVxdnzZqF3t7exDaqPjvR0dG4b98+dHR0LBNF1NHREfft2ydTPoib5LnZ2NgQv3l7e+PMmTNRV1eXWH/mzJlYUFCA6enp2LVrV9Y+/fz88PLly6zr/fnzZ4yPj0cPDw/OvrRu3Rp3796NhYWFaj8P1DxOofxvU2EVynfv3nF+SGJjY39oP1avXs3qg42NDb579+6H9qO8UFhYiA8ePKCm6R/AjzJjcx13xowZnDN1urq6OHDgQLx06RLnoO7hw4cYFBTE2q5x48Z47tw5RES8desW1q9fn/jdx8cHt2/fThzTwMCAZSZX1CTlQ3FxMSYnJ2NAQIBGFMmAgABMTk4mnkku+SDZJBV/e3t7wqRta2uL27ZtYynQnp6eePv2bUREPHfuHDZu3Ji13+DgYM7BgkgkwosXL+KAAQMIZVXcKleujDNnzsRnz56V6hmh5nEK5X+PCqtQ9u3blyWYoqOjf0pfFi1axOpLSEjIT+nLj+BHmab/++8/fPv27S9tmlaFH23GlkQoFOLhw4exS5cunMpB9erVccmSJTIHUvIit/fs2YMikQiLi4tx0aJFKBAImN+1tbVx7ty5uG7dOmK5g4MDoUzq6ekpfMbkyYfMzEyMiIhAPz8/ubNrks3ExAT9/PwwIiICHzx4IHPfXPJBskkqdvb29ujg4MD8LxAIcP369RgZGYna2trE8ujoaCwuLkaRSIR79uyRGRGek5PD2a93797hkiVLWNsBAPL5fOzSpQseOXJEIzOIqpjHa9asSc3jFEoFpEIqlPv27WMJocDAwJ+meIhEIk6fyv379/+U/pQWLtN0v379NGKabt++/f+0aVoVfoYZW5qcnBxctGgRpxKgpaWFPXr0wOPHj8tUOhRFbotNrJmZmejr60usU7t2bUxNTcXw8HBieYMGDQgTsaR/oKRvorryQSgUYkZGBm7btg2joqJw5syZOGXKFJw5cyZGRUXhtm3bMCMjQ2lFS5Z8kGySs/e2trasjBITJ07E//77D2vVqkUsb9KkCaPMFhYWckaEGxsbsyLCpc/32LFj2KNHD84BobOzMy5atEimYqoOyprHdXR0GPP41atXqXmcQinHVDiFsqioiOX7ZG5uXmYBOMqSnZ3Niv52dHQstyZZsWn6n3/+oabpcsTPMmNLIhKJ8OzZs9i3b19iVlByFi0yMhJfvHghcx+KIrfFfpVCoRBjYmIIUy+Px8MpU6bgq1evsF27dsT2QUFBaGVlRbz7ipTJ8iofuPopqXAHBwcTv/v7++PLly9x8uTJxLkaGBhgTEwMo2x9/vxZ6YhwaV68eIFz5sxBe3t7Vv8EAgGGhITg2bNnNTp4p+ZxCuXXoMIplFyBOImJiT+7W4iIuHnzZlbfkpOTf1p/Pn/+TE3T5ZyfacaWRtUE5FwoE7kt5unTp9i2bVvWOZ4/fx7T09MJU6y2tjZOnTqVUMok/SllKZPlXT5I913ynMzNzfGPP/4gTN2urq547949PHfuHFarVo3YT9u2bQnfR1UjwiXRdMJ0Vfj48SPu27ePmscplApGhVMopQVcgwYNyo0iIxKJWMmNAwICyvR4XKbpxo0bs8xeyjZqmi5byoMZW5pr166plIBcFooit8WIRCJMSEhgmTpHjRqFX79+xZSUFMJEbmVlhStXriRM24oUjYoiH7ia5LkZGxvjypUriVlZExMTPHToEH758gVHjRrFemY2btxInLOsiPCWLVtyRoRLUxYJ01VBVfP4ggULqHmcQvkJVCiFMjMzkyVENm7c+LO7RZCQkMDqozyHfUVImqZXr15NTdMVkPJgxpZGnIC8UaNGnH3hSkAuC2Uit8W8evWKlUPSwcEBjx07hiKRCBctWkTM2NWrVw83btyI+vr6zDJpP0J5rSLIB64meY76+vq4adMmrFevHrOMx+Mx6dGOHj3KMlF37doVX79+TRxb1YhwacoqYboqUPM4hVJ+qVAKZUREBCEwLCws1BZeV69exYCAADQ2NkYjIyNs164dXr9+vdR9zMvLYyUqjoiIkLvNjzBNb926lZqmfxDlyYwtjToJyGWhTOS2JLt372Yp1IMGDcKPHz9iXl4ehoSEEL/17NkTt2/fTvhxNmzYkDABy5vhVVY+XL58GUePHo21atVCAwMDrFKlCvbu3Zsz4Xd6ejoGBASgoaEhmpubY//+/VUKVuGSD1znoq2tTQTmCAQC3LFjB/bs2ZPYpl+/fpiXl4cfP37EgQMHshSqPXv2EMdXNyJcmrJMmK4K1DxOoZQfKpRCKW1OCw8PV2s/aWlpqKenh66urrhkyRJcvHgxOjk5oYmJCd6/f7/U/ZSOSvXz8ysT07Srqys1TZcDyqMZW5LSJCDnQtnIbTHv379nKYvW1tZMFoTnz5+zTMGRkZGYmJhIDKhatWpFBJpIH1+6KSsfevbsiba2tjh27Fhct24dzps3D21sbNDQ0JDJ9yjup5WVFbq4uOCKFSswKioKzc3N0cPDAwsKCpS7GciWD5IyQPKcDAwM0M/Pj/lfS0sLt2zZgpGRkcT2Pj4+TIDU/v37WTIlJCQEP3z4QPRB3YhwaX5EwnRVoOZxCuXnUWEUSqFQyPqAHDhwQK19dezYEc3NzYmceS9fvkQjIyPs0aNHqfuanJyslpLIpXxQ03T5pDyasbn6qG4Cci6UjdyW5PDhw1i5cmVi/Z49ezIzYZcuXSL6Z2hoiPv27cN169YRpm9/f39CmZRUhGSZPZWVDxcuXGAphJmZmairq4v9+vVjloWFhaG+vj4+ffqUWXb8+HEEAFyzZo1Sx0JkywcTExNCIZM8NwsLCyLlEI/Hww0bNuDevXtZqYYuXbqEiCUzxz169CCOYWdnh0eOHGH1pTQR4ZL8qITpqkDN4xTKj6XCKJQZGRksIZCdna3WvoyNjbF3796s5Z06dUKBQIBfvnwpVV+zs7OVVhqpabpiUJ7N2JIIhUI8cuSI2gnIuVAlclvM58+fcdiwYcT6ZmZmuHXrVua5TkhIIMzZTk5OeOvWLVy+fDmxXb9+/YiZSkkzq6T5W1PyQYyXlxd6eXkx/1tbW3PKDTc3N2zTpo3S++WSD//++y+hSEomN3dwcMB+/foR669YsQJv3ryJTk5OzDKBQMD4jIpEItyyZQsrVdHw4cM5Ff/SRIRL8yMTpqsCNY9TKGVLhVEot27dyhrxqotAIMCBAweylvfu3RsBgBnplwbpWaF69epR03QForybsaUpbQJyWSgbuS3J6dOnCUUHALB9+/aMWbaoqIhl9m3ZsiW+ffsWo6KiiOWjRo1CNzc3hQMz6VrYpZEPiCUKmb29Pfr7+yNiSX5GAO5qO/3790cLCwuV9i8tH7Zt24Znz54lFOSqVasyf7u7u+PIkSOJbRYsWIBv375l3Z+JEycyM+HPnz9nlZZ0dnbGM2fOcPartBHhkvyMhOmqIDaPd+/enZrHKRQNwENEhArAggULYPr06cz/7du3hyNHjqi1r3r16kFBQQGkp6eDlpYWAAAUFhaCq6srPHv2DPbs2QM9e/YsVX/bt28PR48eZf6vXbs2uLu7l2qflLIlLy8PcnJy4M2bN5CTkwOFhYUy17WwsAAbGxuwsbEBCwsL4PF4P7Cn/8+7d+/g8ePH8OLFC5B+lfX09KBatWrg5OQE+vr6Ku3369evcPfuXXjx4gWx3MLCAurWrQtWVlasbYRCIdy5cwcePnzILNPS0gIPDw9wdnYGgJL3LDU1FXJycph1qlWrBh4eHpCeng4ZGRnM8ho1akBOTg58/PhRbl95PB6EhYVBbGwss6w08gEAYMuWLTBgwADYsGEDDB48GK5evQoNGjSAzZs3w4ABA4h1p0yZAn/++Sd8//4ddHV1ldq/tHyIioqCiIgIWLNmDYwcORIAAHR0dMDGxoa5Bw0aNIDWrVtDdHQ0s11ERATMnj0bwsPDifP39/eHHTt2gLm5OSAirF27FiZNmgTfvn0DgJJrNmHCBIiKiuJ8Ns6fPw+TJ0+G//77j1geHBwMUVFR4OLiotR5isnOzob169fDunXrIDs7m/hNIBBAr169YOTIkdCsWbOf8i4VFxfD5cuX4dixY3Ds2DFITU0FkUjEua6VlRW0bdsW/P39oV27duDg4PCDe0uhlFN+rj6rPDNmzCBGjcHBwWrvKy4uDgFKIkzv3r2Lt2/fxuDgYGYWShOJkLnSqNBGG21l06RTEZVGPty7dw9NTEzQ19eX8SE8e/YsAgDu3LmTtf7MmTMRAFRyb5CWDzNnzmR+k5yJrFSpElHu1N/fnzWLO378eBSJRBgfH8+ZBF3Mw4cPsVmzZsS2NWvWlDnzqKmIcEl+ZsJ0VaDmcQpFdSqMQjllyhTiJR4wYECp9hcREUGYMX18fHD69OkIoJka3P379//pH1naaPtfaNra2jhixAhimbry4dWrV1itWjWsUqUK4YN55coVBADcvHkza5vJkycjAOD379/Vlg9TpkxhfisoKMAWLVowv9WpUwdNTU2Z//v06YOrVq0ith86dCgWFxfjmTNnOJOgiykuLsYlS5YQgTNaWlo4c+ZMmZHqmooIl0ZRwvRhw4aVacJ0VVDFPO7n50fN45T/SSqMyXvmzJkwf/585v/g4GDYsWNHqfb58eNHuHv3LpiamkLdunUhIiICFi5cCHfv3oVatWqVat/BwcGwa9cu5v+uXbvCpEmTwMHBAQQCQan2TVGely9fwtmzZ+HMmTNw7tw5+PTpE+d6fD4fPD09oWXLltCiRQuoX78+aGtr/9jOcpCfnw8HDx6ExMREuH79Out3Hx8fGDhwIHTs2BH09PRU3r9QKIRdu3bBkiVL4M2bN8xyPT09GDlyJIwcORKMjIw4t7137x6MHz8e0tPTmWX16tWDFStWgKurKwAAICLExsbCwoULmXVq1qwJf//9N9ja2sKECRMgOTkZAErMsEuXLoWbN2/Cpk2bmH54eXnBxYsXOfvg7OwMM2fOhEePHkFUVBSzXB35kJubC35+fvDs2TM4d+4cIQOys7PBwcEBoqOjYcqUKcR2AwYMgMOHD8P79++VPpa0fOjevTv88ccf4OLiAhYWFvDu3Tvw8fGBZ8+eAQBAQEAAnDlzBr5//w4AAKNHjwZvb28YOnQoY5oNCQmBjRs3QnZ2NnTt2hVu3boFACXXddGiRTB58mTGnJyeng4DBw6EtLQ0pg+enp6wefNmqFOnDmefv3z5An/++ScsXboU8vLymOV2dnYwb948GDRoEONCpArfv3+HPXv2QFxcHOd9btSoEYSFhUFQUJDKrhtlATWPUygy+MkKrdJIm3nat2+v8WM0aNAAHRwcNDKqlHaEFzc+n4+Ojo7YunVrHDZsGC5atAh3796NaWlp+OnTJw2cxf82FSUaWxGaTEDOhUgkwpSUFJUit8UUFxfjokWLiAhtbW1tnDt3LpFvUFay8q9fv+L379+J4A9tbW3ctWsXzpkzh3hXlHUdkczXqI58yM/Px+bNm6OBgQFevHiRc51KlSrJjPJu3bq1SseTJR8AAE1NTdHLywvbtWtHWFGCg4OJ4JbIyEjcsWMHYebu1q0bfv/+Hb9+/SozCbqYwsJCjIyMJLYXCAQYHR0tN12QJiPCpSkvCdNVgZrHKZQSKoxCqckoby527NiBAIBLlizRyP64cv8p0ywtLbFhw4bYt29fnDFjBiYkJODZs2cxOzubphHioKJFY8tD0wnIZaFO5LaYzMxM9PX1ZSkSaWlpxHqykpULhUL89u0b4UOno6ODM2bMYClAqlSJkvYNVEU+FBcXY5cuXVBbW5swD0szcuRI1NfXJ3IpnjhxAgEA4+LilD4eovryQVqJ69WrF86YMYN47gMCAvDbt28oFArlJkEXc/XqVVY5yyZNmigsGavJiHBpylvCdFWg5nHK/yoVRqHUZB7KM2fOYJs2bTA6OhrXr1+PQ4cORS0tLWzfvr1GEk9z5ZkbPnw4BgcHo4+Pj8zSa4qavr4+1qpVCwMDA3HChAm4atUqPHz4MGZkZKhUqaOiI04q3qdPn3KbVFwVnj17hjNnzmQlAAdQLwG5LFSpuS2NUCjEmJgYIgE2j8fDKVOmsHwHpZOVGxgYYHR0NG7btg1nzJjBSvFT2takSRO8deuW2vJh/PjxCAAYGBiIiYmJrCbm2bNnaGlpiS4uLrhy5UpcsGABmpubY926dVXyn+SSD+PGjdNIyVVxs7GxwRkzZuC2bdtw0aJFMpOgi8nPz8fJkycTyeQNDAwwJiZGoaJT2hrh8iiPCdNVgSZXp/wvUWEUSk1Wynn48CH6+/ujlZUV6urqoru7Oy5cuFBjShlXpRwrKysMCQnBjRs3YnZ2Nn748AGvXLmCO3bswKioKBw8eDD6+flhlSpVCKGubOMype/ateuXMKX/KmZsScoiAbkscnJycNy4cUrX3Jbm6dOn2LZtW9Z1Pn/+PCKWzPA9efIET548iaGhocT5qPMsS28nGWQiqxkZGaktH7hmayWbJHfu3GGq9piZmWG/fv3w9evXKt0PLvnA5/OZwc/FixcxLy8PHzx4gP/88w+uWrUKXVxcNHpNtbS0MDQ0lFV569y5c1itWjViu7Zt2ypU2MoiIlya8powXRWoeZzyK1NhFEpEzdXyLmukkzZztTp16mB4eDgeOXKEFSWZn5+P9+7dw5SUFFyxYgWOGzcOO3XqhO7u7pyjdGWaPFN6eRPAv5IZW5qySkDOhao1t6URiUSYkJDAMts1bdoUR4wYgR06dEA3NzfCl1KVZm5ujnXq1CFm4zp37kyY/F1cXJTev7e39y8jH0xNTZnn+tGjR5ibm0uYpdu1a4edOnVi/tfW1sY6deqwKuMo2wQCAbq5uWGHDh1w+PDh2LRpU9Z7tnHjRoWDj7KKCJekvCdMVwVqHqf8SlQohTIiIoJ4ySwsLAgn8/JAXl4ey6Tt4uLC6WQuKczFJvhr167JFRZCoRCfPXuG//77L27YsAEjIiJ+CVP6r2bGlkQkEuHZs2exb9++nMqRvb09RkZGsnzb1EWdmtsikQjfvXuHqampuG3bNpwyZQpWqVJFredJ3Ph8Pjo7O2Pz5s2JtDeWlpZ46dIlTE9PJ+51jx49cOrUqcz/hoaGLGVYnjI5adKkCikf6tSpo9TMe9++fQk58scff2C3bt2I65qeno6XLl0irquZmRk2a9YMnZ2d5ZpclWlVqlTBqVOn4rZt2zA1NRXfvXvHqWRqqka4Il68eIFz5sxBe3t7TrkaEhKCZ8+erRD+59Q8TqnoVCiFMjMzk/ViiWvXlhcSEhJYfRRH5W7evBlnzpyJjRo1kissKlWqRJjHVYHLlN6yZUuNmNKHDh2KCxcu1IgpXRUzdrVq1SqEGVua3NxcjImJwTp16nCel7+/P+7fv19jSrGiyO3nz58zpum1a9fi1KlTsVevXujp6UkofKo0fX19Qknm8/k4duxYfPDgARYWFuKjR4+IMoxVqlTBzMxMfPbsGVGvumXLlkyCcHUb10x2RZAPACWzvitWrMD4+HgMDg6WO6iSbDNmzCByVlapUgWfPXuGGRkZxPV1dnbGx48fY2FhIT548ADHjh1LyCCBQIB6enpqXXdxVHrv3r1x6tSpuHbtWsaU/vz58zKLCJekoiRMVwVqHqdUNCqUQomILIHRoEGDcjP6FIlErMhW6da8eXPctm0bvnz5Enfv3o3Dhw9HR0dHudvIM4+rwo80pb948YKYaf2VzdjSXLt2DYcNG0YEQkher8mTJ2v8vGRFbotnCEtjmjYxMcHGjRtjv379cNasWbhp0yY8f/48JiYmEjNmVlZWRI3oe/fuETNHLi4u+OTJE3z79i26u7sTCom8GXwAwIYNG3LOQkk36WjviiYfrKyscMqUKZiZman0+2JoaEgMCGrWrInv3r3DrKwswvfS3t4e79+/z/SHKwn6li1b8Pz587hp0yacNWsW9uvXDxs3bizXHCuviU3pzZs351SKNBERLk1FSpiuCtQ8TinvVDiFMikpifUCaaJUoibYvHkzq29169ZFfX191vJKlSrh1KlT8fHjxygSiTAzMxNjYmKwS5cuGjOPq4KkKX39+vUaMaXr6uqinZ0d2tnZyZ39qIhmbGny8vIwISEBGzVqxHmOTZs2xS1btmB+fn6pjiNtmg4PDydmANVpfD4fbW1tWQpnmzZt8NGjR5x9WLRoETHjXa9ePczKymLWuXHjBuFHV6tWLbx//z5u3bqVKCUoq0nue82aNVhUVIRjx46Vu42JiQl6eXlVKPng7u6Obm5unOcTEBCASUlJWFRUhF++fMGUlBQcP348oYzLatbW1rh161a8d+8eYQGwtrYm8pdmZWVhvXr1iOseHR3NqYQ/evSIldJKV1cXbWxsSh2V7uTkhOHh4QpN6aqQn5+PiYmJ2KRJE85jNmrUCBMSEsqdW4QyUPM4pTxSYSrliCkuLobq1avD06dPmWXm5uZw9+5dqFy58k/r18uXL6F27dqclVjq168PzZo1g5MnT8K9e/eI33g8HrRv3x7CwsKgY8eOoKWlBUVFRZCamspUYrhy5YrMSgyVKlWCdu3aMZUY7OzsyuL04OPHj/Do0SNWe/z4Mbx48QLUeYyMjIzAyckJvLy8oGbNmuDi4sI0U1PTMjgLzZOZmQnx8fGwceNG+PjxI/GbkZERDBgwAEaOHAn16tVTep9CoRBevHgh83rn5uaq3E8DAwNwcXGBatWqEdfZxsYGYmJiYMOGDcy6ZmZmsHr1aujbty9TWUVMfn4+DB06FLZt28Ys69mzJ2zatAkMDQ0BACA1NRXat2/PvAu2trZQpUoVuHbtGgiFQrn9dHZ2BkNDQ7hz5w6z77p168K6desgOztbqXM1Nzcn7kV5lw/6+voQFBQE3759g+TkZCgqKiJ+d3BwgGHDhsHQoUOZ9/vBgwfQvn17ePz4sdzj8vl88Pb2hufPn8Pr168BoOR6HD16FBo0aAAAAF+/foXQ0FDYu3cvs12/fv1g3bp1rMo0iAhbt26FMWPGEM/h0KFDYfTo0fDmzRviWRX/LVlZR1lMTU05n1kXFxdwcHBQqSrPrVu3ID4+HhITE+Hr16/Eb+bm5hAaGgojR44ENzc3lftZHvj06RP8+++/cOzYMTh69ChkZWXJXLdmzZrg7+8P/v7+0LJlS+a9pVBKS4VTKAEAkpKSoHv37sSywMBASE5OZn0AfwSICF26dIGUlBS563Xo0AF69+4NR48ehX379rE+HFWqVIHhw4fD0KFDwdbWlln+4cMHOHXqFBw/fhyOHj1KKNPS1K5dmxEWLVq0AAMDg9KdnBxEIhFcv34dDh06BCkpKUopDMpiaWlJfEAkPyqVK1cGPp+vkeOoQ1FRESQnJ0NcXBycOnWK9buHhweEhYVBSEgIGBsbc+4jPz8fHj9+THx0xe3JkydQWFiocr+MjIygdu3aUL16ddYH2MbGhvVunDlzBkJDQ+HJkyfMsvbt28P69evB3t6etf8XL15A9+7d4erVq8yyyMhImDFjBnM/duzYAaGhoVBQUKCwv2KF5sqVKwBQUsIvMDAQ1qxZAwAAhoaG8P37d5WfqZo1a7IGbuVRPggEAuI+W1tbw6RJk6C4uBjWr1/PUgq0tLSgW7duMHLkSGjdujW8fv0afHx84NWrVwAA0LBhQxCJRMT9kYWenh4kJCRAnz59AKDkXZ43bx7MmTOHWcfHxweSkpJkPgtDhw6Fo0ePMsucnZ1h48aN0KJFC9b5Syqa4vbgwQNIT09nKXjKIBAIwMnJifWcV6tWDapVqyazROOXL19g27ZtEBcXBzdv3mT93rp1awgLC4OuXbuCjo6Oyv0qLzx69AiOHTsGx48fh5MnT8Lnz58519PR0YGmTZsy3wxPT8+fKlsrAiKRCB4+fAhXr16FJ0+eQH5+PhQWFoJAIAB9fX1wcnICHx8fqF69+v/etfxpc6OlpG/fvqyp/ejo6J/Sl0WLFnGaGkxNTVnmSD6fj7/99hteu3YNo6KiOP0ntbW1sVevXnjy5EmW2UfaPC4vCrYszOPPnz/Hv//+W2E0tjiv3qxZs3Dfvn144sQJjZnS9fT0fkpUuioJyKVN0/PmzcPQ0FBs3rw5K/pa2cbn81mmRYFAgMOHD1cpeCsvLw/Dw8MJs7KhoSGuWbNGpplROlm5oaEh7tu3Dz99+sQEDnBdF1nP5bFjxzA2Npa4fvPnz5d77l26dMHt27crFVxmYWFR7uUDQInJW7L0IQCgm5sb7t69Gw8dOoSBgYGc5kxXV1dcunQpHjt2jPB/jouLw6NHjyrtL2tra8sEvH369An37t2rMAm6GJFIhPHx8cT6PB4Pw8PDVTIjZ2dn47Bhw1h+3FpaWmrn3LSzs8PmzZtjaGgozps3j2VKr+gJ01WBmsdLT2ZmJkZERGDLli2VzjxhbGyMLVu2xIiICMzMzPzZp/BDqLAK5bt37zh9sWJjY39oP1avXq3wwWratCkroEBPTw+nTZuG79+/x5SUFOzUqROn8KxRowYuW7YMP3z4wHn8wsJCPHfuXJlFj5d1NLasqHQHBwe1o9KrVq2KrVq10khUuqIE5I6OjjhixAj866+/mKhpLy8vtaOmDQwMsG7dutitWzecNGkSxsTEYGRkJCuZszI1t7m4fPkyywevefPmnL6SYhISEggFxdbWFsPCwrBJkyZyfecsLS0xODgYu3TpQvQ7JSUFT58+TShSDRo0kKnwzJgxA58+fSqzIgtX09HR4fRdLo/ywdbWljOgytfXF8+dO4dPnz7FGTNmcJZr1NXVJXJGamtr4+nTp/HgwYPEvenatSsGBwdzKtqS96ZJkyaswYFAIJAbLf/w4UNWMFTNmjVVDraRVSPc1dUVIyMjMSYmBidOnIhdu3bFOnXqsFISKdtMTU3R09MTe/XqhVOnTsW//voLR4wYwemLXFESpqsCjR5XjqKiIkxKSpKZOUDV5u/vj0lJSRpLmVUeqbAKJSJ3gA4AyHQq1yTiwAR5ioHk//b29jh06FCWomFpaYnLly/HgoICfPLkCUZERHAqynp6ehgaGoqpqalyz+39+/dKR4/Xrl2bFT1enqKxyzoqffr06fj333/jmTNnWFHp4gTksq6hkZGR3Gsjr1lbW3NGTb969Yq4t6WpuS1NQUEBzpgxg1AydHV1cenSpTI/lEVFRawk3MoEX9SuXRsvXbqEQqGQpVAlJiZiVlaWwrQ4krWaZdWMVreVB/kgvv6S//fq1YuVUBwAsFu3bnjv3j2Ftd4ln/EnT57gpk2biOWxsbEoFArx0qVLrNRSXE36Xk+cOFFmwFxxcTEuWbKEOCctLS2cOXOmylYDZWuEi0QifPXqFWdUunRidWWbtrY2GhkZcQ5mnZycKkzCdFWg0eNs9u/fr/D7qW5zdHTE/fv3/+xTLBMqtEKJiLh06VLOmxYYGKjy7I2yZGdnY+fOnRU+OHp6eizFcvDgwTh27FiWSapatWq4fft2FAqFWFBQgDt27EA/Pz/O/Xp5eeHatWsVjhhVMY9ra2ujjY2N3FG/2Iw9e/bsnx6NLR2VPm3atFKb0nV0dNDMzEztmQ/JD6mzszO2bdsWR4wYgYsXL8a9e/fijRs3OJOKS1Oamttc3Lp1C+vXr0/sy8fHR6ZS+unTJ9y8eTORx1BWkzZzDxw4kHkuduzYQXyYly1bhv/9959cZdLQ0JAxscqasapVqxa2atWqVPeoPMgHAGApPi4uLrh48WKiKo74mZKckb5//z5OmDBBZmUcS0tLTE1NJeQjj8fDnTt3ImLJYKF///5y7yVXc3BwwM2bN8u0QNy9e5dVscjT0xNv376t8nWUNSMdFBSk1AA2NzcXr1+/jnv27MHFixcTtdJLk+Cdx+Ohs7MzDhkyBLdu3aqxqPTywP+6efzdu3ec7nSyZF/79u0xODgYBwwYgMHBwdi+fXulXX9CQkI0Ulq3PFHhFUpExMjISM4bZmZmhps3b9bYiy4SiXDz5s0Ky5tJv4SSueDE/+/evRv79evH2tbHxwdPnTrFHDM9PR3HjRvHaUI1MTHBMWPG4J07d5Tqv9g8PnXqVKxRo4ZSJuVKlSrhgAEDKlxScUlT+rx58zAoKAg9PDzUVjalm46ODlatWhX9/PxwzJgxGBsbi//88w+T0FsdSltzW5ri4mJctGgRMXjR1tbGuXPnEn0Uf0TmzJmjtBl7w4YNOHv2bOK3kSNHMrMWR48eJc4jMDCQc/ZN+kN9+vRp/Pz5M86aNYuzykpcXByrIo667WfJB+lmb29PpNXi8/n4+++/Y1xcnMJqR+J0VQ0bNuTcd5MmTTAwMJB4bo8dO4aIJYOyESNGEOvPmTMHN2zYoDC5umTtcenBZWFhIUZGRhIuDQKBAKOjo1U295VVjXBxgvd//vkHV69eXSamdMkE7xXVzPm/ZB5PSkqSm9LMwsICw8PD8cCBAwpdxrKzs/HAgQMYHh4u183ExsYGk5KSftAZlj2/hEKJiITQlG4+Pj6lyjcmFtqKkhJLNumPsre3N+HTxePxcMqUKXjx4kVs06YNa/uOHTsSo/pv377hhg0bZPZBnDD9+/fvrP6rYsaW1bjM4+WJvLw8vHPnDiYnJ+OyZctwzJgxpa41rUpT1pTORWlrbnORmZmJvr6+rHuYlpaGiCU5BePi4rB79+4K/T3r16/PMnNFRUUR60yaNIlRzP777z8iUEOWe0KXLl0Iv8AZM2bg6tWrWUJdXAf6/PnzSplqVW0/Qz4AAKFwmZubs86tdu3aeOHCBc5nw9raGmNjY4lnIy0tDXv16sV5LMl7YGhoiKmpqYhYorBJuzUsWLAAEUm5IT3DLd2ka48jIl69epU109qkSRN88OCBytf4R9QIFyPLlF6/fn1Ov1xlmmSt9DFjxuBff/2FycnJeOfOnQqVB/NXNY8vWbJE5rk0aNAAN27cWCr5sHHjRpl+4gCAS5cu1fAZ/Rx+CYVyzpw5Sr3U5ubmKo0wkpOTMTw8XO1ZLWmlslatWixzUO3atfHq1av4zz//EAmGAf4/IlzanHDlyhUcMmSI3ITpFy5cYKKxJathSDc+n4++vr44a9Ys3LFjB65YseKnRI8roiyiprlajRo18Pfff8f9+/czpvSgoKAyiUpPT09XahZKFYRCIcbExBCzLDweD8ePH487d+7EkSNHsmbMZTUnJyfW7LdIJMJp06YR682ePZtRJm/duqVUFOT27duxe/fuzP81a9ZEV1dXYh1tbW0cN24cZmdnc854SW6vifaj5YP4XkvKi+7duxMDPvGMcnZ2No4dO5YzInzv3r3ELKsykfDGxsZ469Yt5p7OmjWL+D0iIoI1c3vnzh2Fs1TiJg7Q27FjB44dO5boj4GBAcbExKglN+TVCF+/fv0PmQl88+YNzp8/H2vUqKGxZ09RVHp55Fcxj8vSH8zNzTExMfGHWTAiIyM1cpyfSYVXKOWNLBQ1W1tbDAgIwKCgIOzfvz8GBQVhQEAAZzSluo3P5xPmLGtrawwLC2OZISMjIzE/Px83bdqEVapUIfYhjgiXjlL++PEjrlixQmH0tSxhL8+MXdbR41wUFxdrvNa0OGq6bdu26O3tzWnOEtdal6wgIgtNR6VLNh6Phw0bNsQ1a9aoFZX+9OlTbNu2LUso1q1bV6EZu2rVqsSynj17ssxWQqEQx40bR6y3ePFiRCxRsCZOnMh5HB0dHUIRWrBgARGsw7VNUFAQPnjwAO/evcua+fPw8OD0MdV0K0v5IPmsSCukwcHBrMGl2Of1wYMHnOcujggXIzmDrK2tzVJExdd94sSJzDsbHR1N/D5+/HjWx/TLly/Ys2dPYj1HR0eF0eN16tRhnWfbtm3VTssjy79W0zXCFXHz5k0MCwvjrG5mYGCAXl5e2KZNm/8JU3pFNI/L0h/K0sf65cuXMi2qFX2mskIrlPKivPft21emUVr79u1jCWB5TdJUIxAIMDIykjNQ4u7du5iXl4fR0dFyI8IlzVEtW7aUqzDweDysWbMmLlq0SO1o7A8fPuCePXvUjh4XI2ma/uuvvzRimra2tkZfX1/s378/ETX97Nkz3LVrl8yoWA8PD4yPj1drJpCL/Px8TE9Px4MHD/7QqHSRSIQJCQkK62GLm6Q56tChQ6xZ88jISNbsUXFxMQ4ZMoRYb9WqVXj8+HHs0aMH5/Pn6OiIs2bNIp6X4OBgvH79uky3i5YtW2JqaqrMqOFJkyZhixYtiG1UVfDKi3yQVIakHflbtmyJ4eHhxDqSUfmpqams6wBQkgHg3r17KBKJCMXTycmJdS8k+9GjRw88fvw4rlq1ivht6NChLKVFKBSyZnV8fHzw8OHDKrvVGBkZ4caNG9VWAJWNCC9rPn/+jPHx8ejh4cF5nq1bt8Zdu3bhs2fPNBqVXp5N6eXdPP6zs8TIkg8V2aeywiqUyuShLC4uxuTkZAwICNDIhyIgIACTk5MJAatMnjlxk67ZO2bMGJw+fbrMVC7v3r3DiRMnshQtQ0NDuWZFHo/HqcDIS5iuCqpEj2tpaWHlypXRyclJbaGpatS0MgnIL168+ENNSZmZmZyRv4rupbymp6eHdnZ2Svl1iWcEUlJS8MuXL4goO1m5NIWFhUTkI4/Hw+DgYJaJWnI/27dvx4KCAmLGVBzty2XyqVWrFh48eBBFIhE+evQImzdvTvzu7u6OW7duJXIFCgQC1my+olYe5IOkkig5c1i1alXiXXd2dsYtW7awTKstWrTAR48eoUgkwoMHD8qMCH/48CExaG3Xrh0WFBTg1q1bCR9Xyebq6orBwcFEH0NCQjj9eOUlQf/y5YvS+WsBShTev//+W+3Av9JGhGuK0iRMl4xKj46O1khUenkxpZc383h5zmNtY2NTYaO/K6xCqWqlHHGmez8/P7mjJclmYmKCfn5+GBERIdeRXF6+OekXRzpQom3btnjs2DFWsukWLVrg7du38dChQ/jbb78p7LOzszNhxi4uLi5VwnR5SJumf//9d/Tz80NbW1ul8hRyNemE3rGxsXj06FGlo6YVJSCvXr06Llmy5Ie/qMpGbpeFKd3AwADd3d2xT58+rATv0snKnZycGJ86Sb5//07MAPF4PLmzT9bW1piVlYWIiBMmTGCWW1pa4vjx41mmV7HvW1FRkdzKK9u3byeWW1tbE7Ntysxulyf5INlfScXDycmJ+NAZGhrijh07iGspXi6ubFRUVITr16/n9MUdP3484UMdHh6OiIiPHz+WO8DT1tYmnrtu3bpxBvzdvHmTpeRzJUF/9uwZbtiwQekKW+qkJiuriHB1effuHS5ZsoTVH/F5qpIwvSyi0k1MTH6aKb2szOMFBQV46tQphd+18l5pLyQk5Kf0pbRUSIVy3759rBsQGBio9IhLKBRiRkYGbtu2DaOionDmzJk4ZcoUnDlzJkZFReG2bdswIyND6al3kUgkN8pc+gPcsWNHYpmLiwumpaXhhAkT1FIe/Pz85OZ5UydhurRpevTo0YxpWt2E3lzN2dkZhw8fjocPH1YrUlOcgJxLKGlpaTGmvB8dZaipyO1Hjx7hypUrsU2bNqXOjymrVa1aFVesWMEypX/79k1hEm3JZ8rMzIx5DhMSEoiPJ1fgSnh4OHPPX7x4wZopdHJywlOnTrHSgtWtW5fw+ZQOQOLqZ3mUD5JKpeQ5ODo6Yt26dYl1586di6dOnWKZrNu3b48vXryQ+8yZmZkRgyyxwnfz5k3CrUZeyhSAksEv1zv69u1bVgJ+eUnQJd11FEXtq1M84UdGhCuDUCjEY8eOyXQNcXZ2LlXC9LJI8P6jTemaMo+LU4pZWVnhf//9x3ms0uoPmkaWfKiIyc8rnEJZVFTEEqrm5uZl5kCrLNnZ2XLzz0mbmHr37k0IcG1tbYVmbHE09l9//cX64MiKCJdEUcJ0S0tLrF69utpBB1ym6T179mBycjIuWbIEu3btqlT0+KJFi+RGj4tEIjx79iyGhIRwzkzZ29tjZGQk86H9kRQXF8ucLVImcluyNray0dje3t64bds2Iird29tb5XyI4qanp4fOzs4y/T7Nzc1xwoQJGBISwizT19fH8+fPI2KJKV3RoGPVqlWIWHIvt2zZwurrsGHD8NWrV6wAkM6dOxNlTCW3k6VMllf5YG1tTczYSip39vb2rI9Mr1698NWrVzh06FBiuZmZGW7ZsoX5IObk5HBGhEu+Z+KP7blz54igwZCQEBw/frzMZ8fOzo6ztndhYSGOGjWKWNff318pC8jjx49ZlhtZTZXyruUhIlyaFy9e4Jw5c1ileMX3JSQkBM+ePatR5eZHmtLfvn1b6r6rax5/+vQp8U01MDDAlJQU1r4riv7g6OhYroKulKHCKZRcjrSJiYk/u1uIiLh582ZW3+RFcyprWhN/bCQ/GsXFxQojwuVFTcvyoVLUpE3Tq1evVimhd2mix3NzczEmJgbr1KnDub6/vz/u37//p1TwEYlEmJKSwppxUVRzW5Wk4tIKnrQiwYXYlL506VJWJK46s+E8Hg+rVKlCmDn5fD4uX74cP336hC9evJAb8QsAOGDAAEQsUXx69OhB/Fa5cmU8fPgwPnnyhAhwEJu+JT8YimbUKoJ8mDRpEnEfJGeUbGxsWFYLDw8PfPLkCR46dIjlI9yzZ09ilktWRDhAyeBRHN0tXfc7MjJSYcL0Ro0a4ZYtW1hm8Pj4eEKRdXV1VapMqEgkwsTERFYgorxgNnHtcUXm8fISES5JUVER7t+/X2ad6Dp16mBMTAzm5uaWaT8qgildFfM41zOyYcMGZl8VTX9ITk7+2d1SiQqnUEq/gA0aNCg3ebpEIhFncmNZMwWymo+PD96+fRsPHz6s8KPx/v17nDhxIktB5PP5pSovJm5Vq1bFkSNH4qlTp1i1pjWBKtHjXAqQpaUlTp48+Yc63ktz+fJllWpuK5tUXGzeGTZsGOs5kDR1KiIlJYWYGbayssIzZ84wUelr167F1q1bEzNV6jaueySpJLm6uuLnz59x//79LHNcSEgIvn//Hs+cOUP4/RkbG+OyZcuIKHZZwTjSz3x5lw8BAQGsyGrJc7O0tMRly5YR969SpUp49uxZfP/+PcsXzNramhUlKisi3MzMDG/cuIGIyFn3W0xaWhp269aN83pbWVnhlClTiPdP+v6ZmJjgoUOHlLpGz58/Z7k+2Nvb47BhwxRGjysyj5eXiHBpHjx4gJMnT+b0LTU0NMRhw4bhtWvXfni/yqspXVnzuGQbM2YMikSiCqc/BAQE/OxuqUSFUigzMzNZDwqXA/jPRNJ3TNlWo0YNVkoWLy8vfPbsGb57945l9hMnylY3obesqOmtW7fiwIED5SZMf/z4cZldO8no8c6dO8tVcHg8HtauXRvnzZv3w5KrS6NszW1VzNiS0dg5OTkYHh5OKGmSwRiKEIlEuGjRImL7evXqYVZWFjNDIi/C2dDQEGNiYghTerVq1dR65sTNycmJVSPczMwMt23bhojsGa7q1atjYmIiMVuip6dHnJO8mdaKIB8ePHhAJBbX0tIiMkKYmJjgli1biOAObW1tXLt2LSIi7tq1i6WMDBw4kDAJiyPCpTNN8Hg8HD58OL58+VJm3W8xFy5ckOuyEhAQgElJSVhUVIRZWVlELk0ej6d0OhZ5wVk5OTlKR4/LMo+Xl4hwafLz8zExMRGbNGnCeT6NGjUqVcUWTVMeTOmS5nFFAaFcsrqiyIeKQoVSKCMiIogLbWFhofbLlZmZicHBwWhvb4/6+vpYo0YNjIyMLLXDdl5enlKVM6pVq0b4/7Vs2RJnzJhBmHi0tbU1FohRtWpVjI6OVso0LS9hOo/Hww4dOuCBAwfKxL8jIyNDreojmkqurgyKIrcLCwvVqo0tmUrk8uXLrMj/5s2bM2XtFJGXl0f4OAKUzG4/ePAAIyMjWUqddHNwcMDMzExin9L1uUNCQrBnz54aCdLi8XisPJr16tXDP//8U25aJMl3SPpDrKx8+PLlC86aNQsDAgKY5y4hIYFz3VWrVqG7uzsKBAK0s7PD8PBwlRIzc8kHcVUaSR9EPT09wuRvYGCA+/fvx3bt2hHbjh49GgsLC/HVq1csn0sHBwc8fvw4cfyioiKcNWsWSwkX+/hOnDiRWSZZ91tMRkaGwlRNDg4OGBkZiZmZmazBcL9+/VSaiWrWrBmxvbu7OzGb+Pz5c6YimLzocS0tLfT19WXM44WFheUqIlwaeQnTxRWdMjIyfmof5fGjTekfP35UuL30BIyy8uHy5cs4evRorFWrFhoYGGCVKlWwd+/enNe/rORDRaFCKZTSZkVxCgxVefbsGZqZmaGjoyMuXLgQ16xZg6GhoQhQUl+4tEjXxpX1AbSwsCh1dRWBQICtW7cmEnq/evUKr169qlSNcHmIRCI8ffo0BgcHcyoNVapUwXnz5uGrV69Kdb0KCwtx9+7dChOQP336VCPJ1dVFXuR2ZGQkxsTEKG3GlhWlWFBQgDNmzJCZm1QZnj9/zjKdDBw4ELt3786p3Do4OBCmIxcXF3zy5AmxT+n63E2bNpXpw/j333/j7du3iRkqdWsgK9s6d+6stnzIyspCgJJBlzhgjUuhnDJlCgKUBMfExcUxgS/+/v5KHUeMtHzw8/NDxBK/aMlZFFNTU0JJ1tXVZco9Sm7fqlUrZgYnISGBZQYcPXo066OWmJjIeR0rVapEHFOy7reYJ0+eEDPtJiYmnEEm4lKSAwcOJJb7+Pgo7a4hK8H9zJkzsaCggFhXMnq8VatWSpnHY2JicPbs2eUmIlyaz58/Y1xcHKtykri1bt0ad+/erXTWiPKASCTCly9fatSULm/QXqlSJWzTpg1rVlpZ+dCzZ0+0tbXFsWPH4rp163DevHloY2ODhoaGxLe0rOVDRaDCKJRCoZD1IT9w4IBa+xKXJZOuUywWfOrkZpQkOTlZ4x/MOnXq4MKFC3HPnj04d+5c1kdj1KhRrI+GSCRSqUa4PF6/fo0LFizgVOTUTZhemgTkYvP46tWrNRY9LgtZkdsCgQC9vb2VzqMmmVSci1u3bnFWT1ImqEGMdLJygUDAeX3FefBWr15N+LvVqlWLFUCUnp5OzP7Iq8gzc+ZMREScP3++TGHftGlT3LFjB65fvx6HDBmikVn4LVu2qC0fvn//zgyKrly5ggBshfLly5eora3NBBSJEfs/qiKLpOWDiYkJ80x+//6dSAZfuXJlYlZSW1sbd+3axcoj6uzszOQRffr0KWtwVr16dbxw4QLRj+nTp8u8npKDB0tLS9YzmJ2dTVgwrK2tcfXq1RgYGMhp7qxcuTLRX8kk6Mpw9+5dVkUncaJ8WaiSXN3JyQm9vb1ZQUA/MyJcktIkTK9olIUp3cfHR235cOHCBdbgJTMzE3V1dbFfv36I+OPkQ3mnwiiUGRkZrIdEXdPm1KlTEQDw7du3rOV8Pr/UtUWzs7NVetgtLCyI0XS1atXw/PnzOHr0aGK9tm3b4vv37xGx5KMhPQPp4uLCpG6RRJmIcGURJ0zv3LmzWgnTyyoBeVnUHpcVuQ0g329Plhlb3jVdtGgRq7773LlzVZp5SEhIUGh+trW1xRkzZuDTp0/xv//+I1JVeHp6st6JZ8+eyTWPSwrprl27olAoxPPnz3Nef319fYyJiWGE4759+1iVVv755x+WSVaeKVPcuIKi1JEPshTKvXv3IgCwgkvevn2LAKolIuaSD5Lmsy9fvmCDBg2I91oyKIbP5+PGjRvx4sWLrEpH4tx1QqEQV61aRcwM8/l8nDJlCubn5zPrdOnShfhwybq+VapUYT3LOTk5xADI3NwcU1NT8enTpzhjxgyF6cdkJUGXRWFhIc6ZM4fwsRUIBBgdHa2UwqeseZyr/cyIcGk0mTC9oiHLlK5OirTSukZ5eXmhl5cXIv5Y+VCeqTAK5datW4kLXLlyZbX3deTIEQQoMW9fv34dnz17hjt27EATExOcMGGCRvrLJUxlpQcBAJw1axZhQnR3d8cXL17gunXrWEnQ7969i4glH4SYmBjio8Hj8YiPhiR5eXm4ePFiuTXCVUGVhOk/OgF5aWuPX758WWbKFOlWmlq0mZmZrBx8tWvXxrS0NKX3UVRUxBp8SDdp09iZM2eImUZfX19WXr+3b9/KnH1t0aIFNm3alOjz58+f8f3795zPvq+vL+OTKRQKWcnKvb298fnz5xgTE0MsHzBggExzn7jZ2dnh4sWLNSIfZCmU27ZtQwDAU6dOEcu/ffuGACUDKVWQvkbioCQxb9++JUouenp6Yv/+/YltVq9ejc+fP2fN3M2dO5dRfDIyMlimvtq1azNRw7m5uUTpxubNm7PKXkrKHumB3sePH4n9Gxsb45kzZxBRsSuLuI0ZM0alVF9Xr15llZts0qSJSsELqpjHJVvDhg1/akS4JGWdML0iwZVdRdx0dXVZ0d2l0R8QSyYb7O3tGXP2j5YP5RUeIiJUABYsWADTp09n/m/fvj0cOXJE7f3Nnz8fFixYAPn5+cyy6dOnw/z580vVTzHt27eHo0ePspZraWmBUCgEAABzc3P4+PEjAADweDxo3Lgx3Lp1C759+wYAAMbGxtChQwf49u0bnDx5Er5//w4AADo6OuDn5wdVq1YFAIDc3Fw4e/Ys5OTkMMcxMzODli1bgpWVFasPBQUFcOPGDUhPTweRSMQsNzY2Bm9vb6hWrRrweDylz1UoFMLTp0/h/v378OrVK9bvAoEAioqKQPpRMzAwAHd3d3BzcwNDQ0Olj6cqiAifP3+G7OxsyM7OhlevXkFRURHnujweD/h8PnOPZGFqagoODg5gb28Ptra2oKOjo3Kf7t27B5cvXyaOVbduXfD29gYtLS2l9vPmzRs4deoU5OXlsX4TCATg5uYG7u7uYGpqyix/8eIFnDhxgjlu5cqVoV27dsQ5fP78GQ4ePMg8c2LMzMygQYMG8ObNG7h16xZznK5du4KRkRHs27cPcnNzmfX5fD54eXlBvXr1gMfjQXFxMZw5cwaePHnCrOPi4gLNmjWD9PR0uHLlCrO8Zs2a8PHjR3j9+rXM89fR0YGgoCCoVauWRuTD1atXoUGDBpCQkAChoaHM8mvXroG3tzfMmzcPZsyYwSw/evQotG/fHoyMjODLly9KH0daPnh7e0P9+vWJdb5+/QopKSmMPLC1tQUzMzO4f/8+s07Dhg2hZs2acP78eXj06BGz3MnJCVq0aAE6OjogEong9u3bcO3aNeZ95/F44OnpCR4eHvD161dITk6GwsJCAACoV68e2NjYwJUrV+DTp09En/T09KBz587E81RYWAgnTpxg3n0tLS1o27YtODg4MOt8+vQJ7t+/Dw8ePGCOI4mhoSH4+fmBra2tUtevuLgYrl27Brdv32aWaWtrQ4MGDaBmzZoqyS8AgKKiInj9+jUjI6TPWxpjY2OoU6cOuLi4gK6urkrHKgu+ffsGGRkZkJGRwZIFfD4fnJ2dwd3dHWxsbFS+NhWBpKQkeP/+Pedvjo6O0LFjR4iLi2OWlVZ/2LJlCwwYMAA2bNgAgwcPLnP5EBUVBREREWr394fxU9VZFZgxYwahsQcHB5dqf4mJiRgQEIBr167FvXv34uDBg5HH4zEVPEqLrITCtNFGm+abdJ5EdeWDrBlKRMRGjRqhkZER/v3335iVlYWHDx9GR0dH1NHRQS0tLSofaKOtnDZpd47S6A/37t1DExMT9PX1JVwtylI+iH3TyzvaUEGQHtUKBAK197Vjxw4YPnw4ZGZmMqPoHj16gEgkgqlTp0Lfvn3B0tKyVP0tTf8oFIry8Pl81kx8Wbx/e/fuheDgYBg8eDAAlMzETZw4Ec6cOQMZGRkq7YvKBwrlx1GpUiX4/Pkz87+679/r16+hU6dOYGpqCnv27CEsSWUpHwoKCtTq74+mwiiU0heYy2yiLLGxseDp6UmYZAAAunTpAhs3boTr169D27Zt1d4/V/+6desGVlZWsH79egAAMDIygq9fvwIAgL6+PtSuXRuuXr0KAAAWFhawatUqmDdvHmPeMjExgTVr1kCdOnVg7dq1sGrVKmbftWrVghUrVkDlypUBoMR8s2bNGli3bh1j1hQIBDB+/HgYMGAA8Pl8Vn8RES5evAhLly6FzMxMZjmfz4cuXbrAmDFjOM1R379/h3/++Qd27txJmJ/EeHp6QtOmTeH58+dw9OhRlgnVwsICunfvDr1792bdD03w5csXSE1NhYsXL8LFixfhxYsXctfn8/nQrFkz8PT0hNu3b0NqaipjcpRGR0cHvLy8oEmTJtCkSROoUaMG57UFAHj37h3MmTMHTp8+zSyzsbGBefPmQZMmTWT2R2wi3rVrF1y4cIFznUqVKkF8fDzUqFFD5n727NkDc+bMYf4PDAyEefPmgZaWFpw4cQKWLVsGz549I7bh8/mwcuVK8PPzAwCA9+/fQ3BwMGOCbteuHbx//x6uXbtGbBcQEABLly5l/t+9ezfMnz+feRarVKkCMTEx4OzsDPPmzYPdu3cz606dOhXev3/PvCfa2trQqFEjznPn8XhQvXp1WLBgAdy8eZP4rTTyQRb29vZw/vx5ePDgAbx+/RpcXV3B1tYW7OzswM3NTaV9SfevY8eOMGrUKLC3t+d0n7hw4QKMHj0aiouLAQBg2LBhYGFhAdHR0cw6QUFBMGPGDMjKyoKxY8cy91NbWxtmzJgBvXr1Yta9desWTJ8+HbKysphl3t7eYG5uDidOnACAEleIHTt2MIPr06dPw/jx41nuII6OjjBhwgRo27YtCIVCmDFjBqSkpABAyT2aM2cO9OzZU+a1yMzMhJEjRxIuO5I0bdoUgoODoUWLFqCtLfuTdeHCBZg1axa8efOGWda6dWuYNWsWp+uPurx9+xYWL14Mx44dU+ga4+DgwMiHhg0bgomJicb6oSwFBQVw7Ngx2LlzJ9y4cYP1e7169SA4OBgCAgJAT0/vh/dPE/To0YP4bokxNjaGzp07Q5UqVWDx4sXMcnXkQ25uLnTo0AE+ffoE586dAzs7O+L3spQP5cGtQil+9hSpsohT/Yhb+/bt1d6Xm5sbNmrUiLV8586dCAB45MiR0nQVEVFmBRJJ52nJoAgHBwds1KgR87+joyPeuXOHWGZsbIxnz55FxJKapJLb29jYsNKCpKamspJjt2jRQm5ybGUjwu/fvy8zAbmRkRGGhYXhzZs3iX3/iITpqtTGlmx8Pp+z5rZk9Hjjxo3Vih7fvXs3K6p00KBBrCAYSbKzs5VKQN6jRw+FWQmWL19ObDNy5EgUCoUyK4aIr0dKSgqzj4KCAiLJtLOzM2c9eA8PD6a+c2FhIZGsGwCwXbt2+OHDBywqKsIBAwYQ93/dunX4119/EcsGDRqk1P2TdrpXVz7IM3lzcffuXQQAnDZtmkrHkSUf+Hw+Ojo6YuvWrXHYsGG4aNEi3LVrF6alpeGGDRuIwL5ly5bh2rVriWUDBgzAoqIi/PDhg8wk6GLy8vJwwoQJxDoGBgZEIFbz5s2JYD3put+SzdfXF8+dO4dCoRBHjBhB/LZixQq51+PLly+sJOjSTZwwXV507sePH4nnCqCkPOSePXtUuj/KIKtGuDwZI5lcXZVAJE1R0ROmS1NUVISPHj1SGLgnnQdXVfmQn5+PzZs3RwMDA7x48aLS22lKPkRFRam0/c+iwiiUmozy7ty5MwoEAtaL061bN+Tz+RqptKIoZYasJpk6xsbGBtesWUNEsOnr6zPVK27fvk2UwhMIBLhhwwaiH3l5eZzl++Lj4+WmwJAVEW5sbIyurq6cfRcnIP/8+bPca6PphOnK1sbW1tbm/F1WzW0uVIked3d3JyJ1AUry9YlTu0gjFArx+PHjMqM2JZ8NAMDIyEiFEeXSA7FJkybJrGks2RITE4n7NXz4cOY3rjx44udK/E69ffuWSRIubuHh4VhUVIQFBQXYo0cP4kM7Y8YMHDp0KLG+KrXFpRVjTUd5y7pfnTp1QgMDA3z69KlKx1FXPkjn7Bw2bBgrEX6vXr2woKAAi4qKZCZBl+Tff/9lPcuS93jEiBHE+tJ1v2W9T5JVdwAAFyxYoPB6zpkzR+4zD6BcVoh9+/Zx1oovbY5hLmS9T2ZmZnIHtCYmJtitWzeMjY394SUfK1LC9K9fv+KtW7dw//79uGTJEgwLC0N/f390cXEhUkjJa9JKvyryobi4GLt06YLa2tpK16RH1Kx8qChR3hVGodRkHsozZ86glpYWWltb49y5c3H16tXYoUMHBAAcOnRoqfvKlUcqJCQEAwICsHr16monZ5V8Ofr06YOJiYl45MgRVnmy8ePHs0a/p0+fRicnJ2K99u3bK6xY8f79exw+fLhMwSgQCOQmIFeEOgnTP378yNTGVlRbumbNmhgaGsq6RgDsmtuqokpydYCSGcwZM2awkquL88pxKep8Ph+bN29OzAQbGhrivn37FPZt2rRpxL4mTpyIw4YNY91L6VnQZcuWEfuKjY2VeU6SA4JNmzYhYkmCdslnTUdHBxcuXIiHDx/GpUuXsp7D0jZPT09MS0srlXxYtWoVzps3D8PCwhCgZOZ33rx5OG/ePGZWfty4cTh8+HCMjY3FFStWYKNGjZDH4+HmzZuVPg4it3wYOnQoBgcHo4+Pj8plR7mak5MTLl26FA8fPowLFy6UmQRdzOfPn1kKvWSLi4sj1peu+y1dKUdLSwuHDx/OUmjFZSblsXfvXmL229zcHJs1a8YpN11dXWXmrX3z5g12796dWN/Ozg4PHz6s0v1SFlkz/s2bN8dBgwapXXu8LCkPCdNFIhG+efMGL168iImJiThnzhwcMGAANmnSBG1sbEr9LhgYGGB0dLTa8mH8+PEIABgYGIiJiYmsJqYs5UNFmTWuMAqlJivlIJaYgzt06IC2traoo6ODbm5uGBUVpREzBFelHBcXFxw1ahQmJSXh+/fvCeFtbGxc6hKM0jN97u7uuGfPHnz06BFzTp8/f8Zhw4YR65mZmeGWLVtYQl5RAnJxq1+/Piv3ljooSphetWpVDAgIwIYNGypdG/v69etya25rOklxYWEhHj16FD09PRXer0qVKqG/vz82bdqUcxZGnIB8yZIlxO9OTk4sZUAaoVCI48aNI/bXtm1b1uyWuNas5Chf2jRz+vRpzutduXJlQgEODg7GtLQ0/P3334nrzefzSz2AsrOz46z2I9msrKxKJR/kzTZnZWUhYknieA8PDzQ0NERjY2Ns06aNWs8+l3zQ19fHjh074vLlyzE9PR3fv3+PV65cwR07dmBUVBQOHjwY/fz8FNbRltV4PB5xHwUCAf7++++YlpZGFDY4dOgQ57XW1tbG06dPE+fxxx9/EPInPDycVU3KwMCAVYBh/PjxCt+9mzdvEgMPgUCAS5culZkwXVxZ69KlS8S+RSIRJiYmsiwTw4cPV2hJUQeRSCS3RviNGzeUSq7+M8zjZZkwXWyaPnbsGMbFxeHkyZOxR48e6OHhIbfylrxmZGSEHh4e2KNHD/ztt98Uri+tMCsrH7iKJkg2MWUlH2ilnDJCU7W8yxp5tbwBSkbvTZo0IYSv5MhWIBDgzJkzCb+PSpUqyaydrKhpa2uji4sL+vv7Y1hYGA4ZMoQ1C9KzZ0/MyclRmIC8VatWnAqTKjXCFfHkyRMMCwtTOOMnFtTSScXl1dxevXp1mZlxuGaB69evj/369VNoHhc3Dw8P3LJlC+OqIPlby5YtWeZKaYqLi3HIkCHEdtLXQVyn+PTp08RM0LBhw4iPcVZWFuc9aNSoEZFMW12FUUdHB52dnQmFtnnz5ti+fXvm/2rVquH79+9ZfnFcTTrBd0WVDwCA9vb2+Ntvv+H27dtZ9zw/Px/v3LlDJCDX1tZGZ2dnpRN0SzdLS0ts2LAh9u3bFydNmkT4boubiYkJUeNdJBIRz5qhoSGeOXOG892TVhqGDh2q0Ff67du3LJk/ceJEzMvLk5swvX79+hgfH0+UOX3+/DnLL83Z2ZlJwq5pCgsLMSYmRm6NcHFy9YULFypVe/xHmcfVTZiuCdO0dLO1tcWmTZvigAEDcM6cOZiYmIgXL17EN2/eELKqsLBQ4aSMtM93RZEPtJZ3GREREUFcaAsLC8zLy/vZ3SLIy8tjKWtVqlRR6oWSDKCxtbXFXbt2EaOqCRMmYG5uLvbq1Yu1XfXq1dV+acVN1mySvb09RkZGMuZxTdYIF6OKGVvcXFxccOXKlUxQiqya2wYGBjhr1qwymZFAlO2numbNGkbo3bx5E0NCQmT6H0o2gUCAFhYWxLJRo0YpVIQLCwuxb9++Mverra2N48aNw5ycHFZ97h49emBeXh5mZGTg4cOHcd68eUr1VVEzMzNDDw8PojSaoaEhHjhwAB8+fEjMhvn7++PcuXOZ//X09HDIkCEsRZGr1atXj5gxq0jyoUaNGnJnYHk8Hnp7e+O0adPw1KlTTNCTdN1vOzs7fPToER44cIBQ4MT3QBOmdF1dXZw3bx4ePnwYMzIy8Nu3b0QOUHHd75ycHBw7dqxcmRQSEqLUMy0d2OXv78/4Qt6/fx8nTJjAWXrP2NgYR40axczoi0QijIuLIxQLHo+H4eHhZfacfP78GWfOnMlpHZCuEa5K7fEfZR5/8eIFzpkzh+XSAFAyweDk5IR16tTR2GTHkiVLcP/+/Xjr1i2FwYZZWVm4Zs0a7Nmzp8LSizo6Oqygr4oiHyIiIn52t5SmQimUmZmZrAdFlVqwP4KEhARWH62srHDy5Mn4999/49ixY1mBGrKaq6srJiQkEEpeVFQUikQiVnTmwoULsaioCB8/foxbt25lmca4zKrKND09PaxXrx726NEDJ0+ejHFxcXjs2DF89OgRfv/+Xe0a4apEY1taWmKHDh2wTZs2nPWGTUxMsHPnzuji4sISeFyR25rk8uXLrEj65s2b46NHjzA/Px+3bNlClCiUbDVr1sQuXbpgw4YN5c7yGRsbK6w9/v37d7mBNkFBQfjgwQP89OkTHjp0iFBYzczMsGrVqqWaaZT8PyQkBC9fvozv37/H7Oxs4uNYqVIlvHHjBr5584YwrTVo0ICI8FanSUdyVhT5AFAywx8TE4N//vknBgQEyA1IMjAwYMzjV65cIep+V69eHd+8eYM3btwgZsdq1aqFL1++xA8fPuDly5exb9++xABI3ZlNPp+PVatWJT7olpaWeOjQIfz06RM+ePBAbhL3bt26MQqyPOLj4wnl1NXVlQiky8vLw4SEBJnlUps2bYpbtmzB/Px8fPjwIcun2t3dvUxLKsqKCJdXI1zZ2uOaNI/LMk3Xq1dPpSA5ySZpmp48eTLGx8fj8ePHCXcsZcjNzcWkpCQcNWqUzMBQVVtFkA+qlBT92VQohRIRWelBGjRooHFfOHURiURya4ry+XwMDAzEw4cP46NHj3DdunUYFBQkV9nj8Xgsn5a1a9eiSCRiVQ+aPn06cy2+ffvGEuTdu3fHf//9F+fPn4/e3t6lntEUjy7btGmDjRs3Zgkc6RrhykZjy6uN/e3bN9ywYYPc6wwA2LlzZ6Ujt9WhoKCAFV2rq6uLS5cuxczMTJw8eTJaWVmx+mVgYIDDhg1j1er+8OEDTps2TakPu3Tt8W/fvslUWqtWrYr+/v7YsGFDuR8leU1LSwvd3d2xY8eORACPh4cHsU9jY2Mi1VBWVhYx22xvb4/37t3D3Nxcwm3C1NSUZRqUbvXr11dqFkRaUahI8gGgJF3YggUL8MmTJ3jixAmcMmUK1q9fX+42tra2xPvk5eWFubm5eO/ePWK23sXFhTBZHzx4kDBNV6pUCRMTEzElJQVXrFiB48aNw06dOmGNGjWUTr8l3cSmdH9/f6xatarMe/bt2zeF1+/MmTPEO2ViYsIZdZuWlobDhg1jzQoC/P/gPiMjA5csWULMwmtpaeHMmTOJNEmaRlZEeMuWLeUqtJo0j5eFaVrctLW10dvbG+fNm8dpmlaFoqIivHTpEs6dOxebNWsm9xk0Nzdn+epyNenvTnmXDwEBAT+7WypR4RTKpKQk1kMiGWn1M9m8eTOrb+7u7pwvgpOTEy5cuBDfvHmDubm5Kke+jhgxAh8/fowLFy4klk+YMIF5QUQiEc6fP5/4nUvIApT4xfXq1Ys1y2Nqaqr2x0TcdHR0OHMWSraaNWvi+PHj8dChQ4TvkywePnxImPukW6VKlXDq1Kn4+PFjjd/nW7dusT7y3t7euHLlSpn5BWvXro0xMTGcs7YikQgXLVpEzBjVqFED586dqzB6XEtLq9RBLwAlswhcJu4///yTUeglnyUzMzPi41O9enVCgc/IyCBmrp2dnfHevXv4zz//yFQsJFvlypVx0KBBuGXLFnz9+jXnrLx0MzMzwxYtWlQo+VCrVi1Oc6KOjg4GBwfj6dOnUSQS4evXr3HLli04cOBAhQFKACUDiX/++QfT09MJ2VKlShXMzMxk+pSenk4MWLW1tXHt2rWsvguFQly8eDHrOLq6ukr5OitqhoaGOHPmTMaULkupy8rKIlxteDweRkdHcyoFnz59wlWrVmGtWrU4jxkQEIArV65ELy8vYrmnp6fG/MFlISsiPCgoSCkfSVXM4+bm5ujm5oY1atRQOHCT1bhM0zt37sQFCxbIzGXbqFEj3Lhxo0pmZWXN2Nra2tiiRQucP38+Xr58GYuLi/HNmzdy3XTEOV4rknxITk7+2d1SiQqnUBYVFbEeCnNz8zI1aypDdna2zBegWbNmOGLECJkfjr59+2JCQgLxMihK8itu1atXJ5zzAUqCK8S+Offv38cuXbpwbsuVgPzp06eskZ6Liwvu2rULjx8/jvHx8RqJ0AMoUQC8vLxwxIgRhCldnhkkJyeHM3K7UqVKnEnANZUwHbHER3PRokXEjLI4UInr2AKBAENCQvDs2bMyR8F5eXkYEhJCbNezZ0/Mzs7GtLQ03LVrF86fPx87d+6MTk5OarsuAJBRjsbGxrhq1So8f/48jhkzhtOhff78+Uw/z58/L3NgIU5WLub27dtEug9ra2ts3bq1zMGMZKtcuTKmpqYy1+vjx4+4fPlylluBvCbtg1Te5YO5uTkOGTIEAwICOO9DzZo1ccWKFYyvnEgkwtu3b+PSpUsVmsf19fWxVatWhCJhY2NDKEzKJEEXIz1AFb9j48aNw/Pnz+PKlSsJmaCumVRsSm/VqhUOHToUFy5cyCR4f/HiBUs+9uvXT6biIhKJ8OzZs9i3b1/OmT17e3v08/MjBkgCgQCjo6NLLTPkoSgiXDroRRJp0/TIkSPRy8tLoS+hvCbLNP348WOFpml1E6arYsauUaMGjh07Fg8ePMj4w4tEIjxz5gz26dNHabcN6QF4eZUPjo6OZfr8lQUVTqFERNy/fz/rIQkMDPxpU9cikQg7d+6s8EHu06cPrlmzRuYsluTMg4WFBZP/CqBkZjEgIEBphcLDw4NztkbctLW1cfXq1ZznIxQKMSYmhpit5PF4OGXKFMzPzyfWffjwIS5evBhbtmzJ6cOmTuMaDe/YsQPHjh3LEliSkduaTpguSWZmJvr6+hL7MzY2lhsF+ebNG5n7EwqFePnyZZY/rb29vdqmaa5WtWpVHDBgAGEKNjMzw9u3b2NaWhrWrl2bc7vg4GDmfXr//r3MWUVxsnIxJ06cUDgbLW5ubm6E/5+VlRWToufKlSs4ePBgtZ4p6Rmn8iofpJ8dJycnXLZsGU6ZMoVzJsnAwACHDBmCV65cIfafn5/PmMeV9S0zMjLCEydOMPtQNgm6SCSS6RNZu3ZtvHbtGt68eZMwLfbu3Rvv3r3LMqW7ubmpPbtuYWHBGqDXqFEDr1y5IjfFyps3b2RmseDz+azZ1iZNmpS5D5u8iPCxY8fijh07NG6aFjd9fX1s0aIFRkdHa+Q8lUmYvmDBApw9e7ZSZuzevXvjunXrCFcNxP+ffZYlvxQ9+xVBPsgqgFGeqZAKJSJyRrNGR0f/lL4sWrSI88G1srJimacEAgFOnDgRr1y5gpMnT5arPNSvX5+YXXR3d8c3b95wJulW1AQCAQYFBbEiZrmSoIvhUqLc3d3xzz//VDqpeFhYGI4ePZpTISlN7k0+n4/16tXDadOmcaaSUCdhOhdi5VrR7Jo4T9vhw4eZD1pBQQETNb1q1SqcMGECBgYGYq1atdSeaeT6AOvo6ODQoUOxS5cuCs2PfD4fhw8fjiNHjiSEueS98PT0ZHzaRCIRKzm0+HlKSEjA79+/46lTp/CPP/5QOthMS0sLd+7cSZh4tLW18ciRI7h+/XqZUd3NmzfH1atXK3UMLv/V8iYfxO+T9Hvg5eWFR44cwW3btrGsD+Lm4+ODGzZs4PQ93L59u9JuKm5ubvjHH38w0eMJCQkKk6B//fqVcPmQ7L+2tjbOnTsX//33X2J2cvTo0ZzvmlAoZGWzkPesK9MEAgHWqlULAwMDccKECbhq1SrGlC4OABIKhXj48GEMDAxUeBwDAwOMiYnReC5A6YTe06ZNw7p165bKhYVrML5t2zZcvXo1jho16odFj0smTFdW1nGZsaVJS0vDoUOHcspjS0tLnDx5ssIyjLJaeZIPISEhP6UvpaXCKpTv3r3jdNKPjY39of1Q5gPXsmVLluJoamqK0dHR+OHDB7mRwLa2tsRIvHPnzvj582dCqTQ1NVUq4XH16tVxxIgR2KlTJ2J527Zt8f3795zn9/37dwwLC1PqA2VpaYl9+vTBDRs2sCoryKoRrquri3369MFly5ZpLNltvXr1sHv37vj777/j6tWrcd68edi6dWtOBbZGjRq4bNkyzpJsXOZ/6WZtbY1DhgzB2NhYXLhwIQ4dOhRbt26Njo6Oan8YHBwcsGXLljh48GCMiorCOXPmYJ06dWQ+H5I+cdK1x5VR2iWVUGtra6JMGNfzbWVlhePHj8eOHTvKVbT19fUxICCAGBTxeDzcuXMnpqamEkpEy5YtOQO1TExMcMyYMXj79m28efMmkaNSXtPV1eWcKS2P8sHR0ZEz72P79u3x5s2beOfOHRwzZgxnhgNTU1McN24cKwBt+/btxL3v2rUrBgQEyPUxE0ePjx8/nlDIDQ0NWbMlT58+JWbUpBV4Hx8fjI2NJeRGZGSkzOuUkZEh0ze0bt26OGfOHCbBe8uWLbFKlSpqDUh5PB7LlB4bG4tDhgxRWJWlbdu2KleMKYuE3oaGhmqbphHLPnpc1WhsZ2dnnDNnjsysIN++fcO///6bsGZINnEE/4cPH3DRokVKX1euWd7yIB9sbGw4Kz9VBCqsQonIHaADADKdtDWJOJBC3ksv+b+LiwsOGjSI5VPk4OCAGzduxOLiYrx16xaOGjWK08wnKTwjIiLwwYMHcusBKxK2PB6PWMfFxQXv3r2LiGQ0NtdHTHIfDRo04IzGlkV+fj5njXDJiPDU1FROc32VKlXQy8tL7TrIWlpaaGZmxjli1tPTw9DQUExNTUWhUIhxcXFy/b9MTEw0Eoxgb2+P8+fPx4MHD2J6ejrhUnDv3j25qYCko3alkRZWypiig4KCmOjxa9eusQYSyvgpOTk5YUpKCubn57MczVevXo0vX75UGFji6emJa9euxS9fvuCzZ89w0KBBKisQstYvD/KBx+MRHzQ+n499+/ZFDw8P1nqhoaH47Nkz/PLlC65bt47TpA9QkgB5x44dTEDLqlWriN8TExMxPz8fDx48qFQQoPS9njt3LnHdzp49S5xDYGAgK+uBtCVJ3gf7yZMnrNRfkq1r16547949Zv38/Hy8d+8epqSkYFRUFKePuqrNyMhIrszT09PD+Ph44jqUVUJvT09PzokCRRHhqqCJ6HFVorGNjIzQ3t6ec7BdrVo1jI6OZnxH7927p1SO0eLiYkxISOD0Y1en/Wz5kJSUVKbHLksqtEKJSNaUlWyBgYFl5mibnZ2tlM+koaEhobzw+XwcM2YMhoaGsl6oevXq4ZEjR1AkEuHnz5/lKhLifUkvEwgEOH36dHzx4gWePXuWUHhk+ftJNh6Pp1BJsrKyIj7U4lQ5qpqD3r9/j5MmTWIpd1xKD1fNbS4hLq6Vrin/otI0MzMz9Pb2xqCgIJw2bRquWLGCZcqVlaxcnLNO+n5J/i/OKyiLHTt2EPdJ2j3ByMhIrsKsra2tlAJnbm7OmgkTmxVTUlKIPs+ZMwfv37/PSjwvbpJKvUgkwo8fP+KUKVNYs2qOjo4sVwxVW3mQDwDA8purV68eRkVFsVxE9PT0cOrUqfjx40cUiUSYmpqKoaGhnPfQxsYGIyIi8MmTJzhr1izinorT7EjnLeXxeEoFdNSoUQMPHTrE3OP4+HjmN4FAgBs2bGC5Pkg+e+IZannXTtIsy/UOyMoty5UE3cfHB1esWIEREREarZWura2Ntra2agfBqJLQu7QR4aqgSvS4lZUVOjs7y7VSyDJjy0uYrq2tLXO2uH79+rhmzRr8/PkzikQiPHLkCNatW5dYh8/nY0hISKlcqn6WfPjrr7/K5Jg/igqvUCIiRkZGct4cMzMz3Lx5s8ZGGyKRCDdv3qxQiEgqe+JqAtIfjT179rBMzwCAbdq0wbS0NCwuLiZKi8l7OSRHlR06dGCUlCtXrhAJrOvWrYubN2+W6dPI1YyNjbFnz56EGTs1NZUVdduiRQt89OiRytc0KytLZkS7vb29WjW3xQneJaPSAwMD0c3NTe2oU1kCtWHDhhgaGopRUVG4Y8cOvHLlCst9gCs1S3x8PKvfnz9/xlmzZrEEdKVKlYhZa09PT7kRoEePHiWeCcm/xZVBHjx4QAhtS0tLpQSwjo4OtmzZEpcuXYrz5s0jtunbty/z7J0/f57oc6dOnbBjx46c+3Rzc8O//vqLuW7fv3/HpUuXsqoFmZub4+LFi3HOnDkaGTT8LPkg3apWrUqcj46ODkZGRuLixYtZ+7KwsMC//vqLUeg+fPiAy5Yt4/Rf5fF42LFjR0LO6Ovr4/nz5xGxRAHr06cP8xufz8f58+crFT2up6eHHTt2xGXLlmFwcDCzvHLlyvjw4UNWiifp5/HYsWMyr2NOTg7ho2lgYMAyqcurfhUXFyc3Cbr4uknWSg8NDcVGjRqxBsylaXp6eujq6oqBgYFqmaalny11I8JLg9g83rNnT6UtMlWrVsXRo0cT0diyKCoqwv379ysMIO3Tpw9Rpz0tLY3THalz5864Z88etf0of6Z8kOcSUlH4JRRKRMTAwECZD4aPjw8mJCSoXWZJXIVBUVJiySY9sm7QoAHro7FgwQI8ceIE537FlVGUUYCkzWf9+/dnZgxv3bpF+JoaGRmp7LujpaWFTZs2xcjISLx06RIWFRXJLDcobQ6Sh6ya25JN2RrhQqEQs7Oz8ezZs5iQkIAzZszAvn37liqht7JNerbhzz//xH379uHNmzdxz549xPlZWVmx6gcXFhbi6tWrWT7BxsbGOHToUGLW1tfXV66z/H///SfTtO3k5ISnT5/G/Px84oOtToCQtMl6yJAhzOzDrVu3CKEpawajTZs2RGCUUCjErVu3sgZgurq6OHnyZExNTeX0NVSmyTPx/gj50KVLF4yLi2O9V+K/bWxsWObexo0bY2pqKv7++++sWVonJyfcunUr856LRCI8efIk9u7dm1PZlrwH4ih/xBLf5sGDBxPrirM/5Ofn4/Hjx3HKlCmcUdGSTfIZ8vLywvz8fPz3339l1rA3NDTE1NRUmdf048ePxKyc+F2QlhXW1tZMlgdJTp8+zUqCvnfv3jJL6K2oiRO89+nTB6dPn45///03njlzBl+8eKGSdUeZGuGaQBUzNldTpvZ4cXExHjp0SKnAKENDQxw+fDimpKSw0qwBlHxfT5w4gVFRUWpXffrZ8uFX4JdQKOfMmaPUgyHOh3XgwAGZJezEZGdnY3JyMoaHh6ttIpF+sL28vFhmhMaNG+O9e/dwx44dCoU2AGCdOnVkmgwlW2hoKO7duxdHjhyp0LekZs2aOGbMGJkzSNLNzMwMe/bsifHx8bh9+3bWx7p9+/ZM3W8uZNXc1tfXx5CQEFYAirhG+KNHj2RGTWsqZRFAyUfK29tb44LJzMwMJ0yYwESlv379Gnfv3s1yXBfX3N6xYwdxXq1atZKb9D09PZ01qydugwcPxpSUFJw6darMdbhaQECAwuTqfD4fW7dujYsWLcIDBw4o9b7ExcURfT9x4gTLN5DH4+HAgQMxKysLV6xYQVwLPp+PXbt21UhSd3Era/kQGRmJmzZtIvoseU56enrYpUsX1u8rV67Ex48f44ABAzgjwk+ePEn07eXLlzhv3jy5gXpWVlZM0n+hUIhjx44lfv/zzz9Z53z27FmFgSviZmFhgVOnTsWUlBT87bffONcR1/2WxefPn9HPz4+4Fjt37uSsEe7q6oq7d+/G169fM1HT48ePL7V5W3qwuHjxYpw/f77G/PXE950rKv3+/fsyy1KqUiNcWVRNKj5z5kxctmwZjhs3TqXo8czMTFy4cCHnIE9LSwu7deuGU6dOxSZNmii8dtWqVcOdO3fivXv3WIPNmjVramSm8kfKh4pOhVcolyxZovYDYmtriwEBARgUFIT9+/fHoKAgDAgIUDvoQ9bLJ6mYVK1aFQcPHsz6aERERODYsWMVKkaurq6YmZlJKGPKJIyWbvr6+hgVFYXPnz8nrmdSUhIxg2lgYKDQPF6tWjVWNQozMzPcsmULMVspEokwJSWFlTtM0i/q06dPePnyZRw9erTc8oyqNAcHB/T19UVPT0+5DvdGRkaYmJhIJNVeuXIlp7Dk8Xjo7OyMvr6+WK9evVIleJdsXl5emJCQgHFxccRz07FjR7kj5GfPnnEGupiYmGCDBg0URmNzKR9BQUHM/gsLC/Hs2bMy09jIa9Iz6NOmTWP2Kyty29/fH69fv45PnjzBVq1asd6BQYMGaeR6y2tlIR+WLl2Ku3fvJq6H9Adn0KBBLNNm69at8cmTJ3j9+nVW+VmA/48Il6S4uBgPHDiAHTp04DTj6ujo4Pz58xm/zGnTphG/z549m2Vt4EqCXqVKFYXR4z4+Ppzvnr29vdzI6by8PGKgKxAIMD4+HhMSEmSml1K1qZPQW2y+lPfem5qaoqenJzZu3BgdHBw0FpUuTvD+6dMntWqEiyltUnFplI0e52r29vYYGRnJUtRSU1NlVuIxMDDAsWPHYkREBGHJ4/P52LhxY43JZFmtrORDRaZCK5Tyorz37dsn09xS2ubo6Ij79u3D6OhopdbX0tIiPhoGBgYYFRXF+mhwCROu5f3798fLly8TZiZFs2nVq1fHCRMmEKNCa2tr1kcIsaTSiaQjvUAgwMWLF+O6deuwd+/eKo36e/TogTk5OZiamootW7Zk/e7m5oadOnUqlWlaIBCgu7s7durUCceNG4fLly/HgwcP4p07d/DQoUPYo0cPhSYbebOqyiRMnzt3Lt6+fRuTkpJYM82lFWzW1tY4fPhwwpQu6bj/9u1btSJcu3btinv37uVUEqtXr058OEQiEU6cOJFYp2/fvti9e3eF5yf5nHbo0AGFQqHMyO369evjsWPHUCQS4fr161kzo8OHD2fNpCtTilCy/Wz5kJSUhCkpKYQSJj1b37FjRxw+fDixzNjYGDds2IAikQiPHTvGKv8pGREuzePHj3Hq1Kmc75i+vj6TMD0qKor4bdKkSSylhCsJesuWLXHPnj0yq3LJaw4ODkSaFOmAu+HDhytVx11ek35GnZ2dMTk5uVS1phFLlCguBV+yaWlpYY8ePfDQoUOcCd7d3d3lKuTymtiU3qFDB3Rzc2P9LhkRrmptbFlJxZVBHD0+e/ZsdHV1latMGxgYYNeuXQnzuKzIbUVKefXq1VkuHKr6NJcH+VBRqbAKpTJ5KIuLizE5OVlmZRpVW0BAACYnJxPmBHl55iQffvGMlvSLxLWdr68vXrhwAZ89e8aazRQ3dWbvDAwMsF+/foQDv7m5OWcKinfv3hFBQQD/nwS9uLgYL1++jPPnz8cWLVoo9D/ShJO7rq4uaz92dnYYExPDmkV49+4dLlmyhHPULb0PQ0NDXLNmjdIfFXkJ07W0tIgPg6GhIe7btw8RSyoK9erVi3UvdXR01K6VbmNjo3S1EWtra0IZnjlzJt66dYvT7KSjo4NpaWnMOQuFQhwxYgSxTp8+fdSaIRIIBFi1alXWOTs6OuKWLVtQKBTiy5cvWVGQVapUwc2bNxMz4Xw+Xyk3EclWHuSDOM/cyZMnCX9XZ2dn4l7WqlWLM3dr586d8dWrVygUCjExMVFuRLg0379/x5UrV8r0m/Xx8SECdQAAR44cyennJysJ+vTp04n7zZVknuvdcXNzU9qkLt34fD7rnPh8Pvbu3ZtRUvbu3Utcb1tbW7x06ZJS7708RCIRxsXFKZWWy9XVFZcsWcLKMygeZP3777+4fv16nDZtmkaj0o2MjOQqrcokFVcFeQnIFck7W1tbllsOn8/HIUOG4PPnz/HChQsyszyUdvBenuRDRaTCKpSqVsrJzMzEiIgI9PPzk2v2lGwmJibo5+fH5H2Uhbx8c9LKlqzRkvR6nTt3xmfPnuGFCxcwLCxMqVGWrq4uLl68GJ89e0aUbeRqksLP2NgYz549yzqvwsJClm+VOAn6p0+fmFrTkZGR6O/vjw4ODmo7t/N4PFZCb3HUtDjpeFZWFvbr14+1rY+PD548eRIvXbqEAwcO5BSclpaWrNmZ5s2bqxWZjlgibFJSUrBz586cCrO2tjZOnjwZnz59yhm5LfZ1KioqYqLSw8LCWH0ujYA0MjLCunXrYkhICPGhDgwMxD179hDPgOQ5LF++nDnPoqIiHDBgALFfeW4ZpqameOvWLTx37pxS5nEej4eenp64bt06zM7Oxh07drA+Jr/99hsmJSURH1ZTU1NiwKCMv2t5kg/iShgXLlwgBoeurq7E/+bm5piUlIShoaHE9hYWFkz6nfz8fFyyZInCiHBJ0tPT5Q5Kpe/xgAEDOM2/Fy9eJEx8hoaGuHfvXiJI0tbWFkNCQrBu3bqlyt1qaGjIeodHjRrFmKaLioo4fbMlI8Jv3rxJDKIEAgFu3LhR6fdeHg8fPmRVMeOSOwAlsnrgwIFE5LI8pKPSxQne1TWlA5TIKAcHB/T398c5c+YQpnR1UDYBeX5+vkrmcXNzcwwLC2MmWaSzoyj7zVE08C6P8qGiUSEVyn379rFugCq1OIVCIWZkZOC2bdswKioKZ86ciVOmTMGZM2diVFQUbtu2DTMyMpSOvhOJRHKjzBU98M7Oznjjxg2W87qygkJyBqBevXr49etXFAqFOHDgQGa5jo6OXD86PT09IpWHSCRioqal82ZqKhCCz+czAUGnT59WOpWGrJQRXM3Pzw979uxJ9Fnd3JlcFBUV4ZAhQ5Q+Z1nRmLJMjTk5ORgfH4+dOnXSyEwF1/2TVMDbt2/PvEcFBQXYrVs3ufuS/BhIRu7u2rWLWE+dGXVra2tMSkrClStXsmY1JPcn6T+lo6PDWXWqPMoHcfWZtLQ04jq6ubkRyrKWlhauXLkSk5KSWFaZPn36MLMZ79+/VyoiXMx///1HyARFH/YePXowSdMR/980vW7dOpVNk8o2c3Nz7NSpE8bHxzPmaWnXiwULFhDnJSt7hDgi/OXLlyz3m4kTJ6qcyoeL4uJiXLJkCXEPtLS0sGfPnkSAkWSrX78+xsfHyw24k0VRURGePn0ax44di7Vq1dLYdVclKl3ZBOSyePjwodIVsKTPb/DgwXjt2jWlEvXLa+VZPlQkKpxCWVRUxDI3mpubl1kSUmXJzs5WyVejbt26xEhHT09PoS+YuDa2oijdXr16oUgkwsLCQsJ0aGVlhXPnzmX5Xkk2FxeXUkVNS7/w2traWK9ePaVS00hGj4sjUGVx8+ZN7Ny5s8wE70OHDsXk5GT09PQkfvPx8ZEbWaoKXAEK7dq1YwUoiVulSpVw6dKlhP8jVzDEwIEDcerUqejt7a30B2L06NEaS4ViY2ODnp6eMmdHxQnIJQNjJHML3rhxQ+7gpVu3bjhv3jyF0eMCgUBhRgPJPvL5fNy1a1eFkQ+Ojo6M+evOnTvETJ+LiwvL5WTo0KGYnZ2NvXr1Ipbb2tpiSkoKc6wnT57IjAg/ceIE0a9//vmHmN0NDQ2VmTAdoERB8PT0VDvwQFtbG6tXr44BAQFMQu/Ro0cr/Zx7eXnh1KlTicEyQEn1MGmFICcnR2ZE+I4dO3DkyJHEcn9/f84SrOpw584dlkuIp6cnHjhwoFTKF6Jq0djNmzfHcePGYceOHVkyWF3lU09PD2vWrIne3t4yo90lE5DL4t27dxgeHs7ql5OTE/7xxx9KRY/b2dmp7X9akeRDRaHCKZRcgTiJiYk/u1uIiKwyc9JN2iwnnUtMXrO2tmY+Gjdv3lT4Es2aNQsRS1KISCqQRkZG2KRJE41Fsrdr1w4nT57MqsQiXdGCqy62MoFEo0aNwqSkJMzNzcX8/Hy5dc+lhamksqmtrY1z587lrEyjDlzJyn///XelKriI61PfunWL5VIg75pwKYg8Hg8PHDjA2cetW7cS62kial5XVxdr167Nqk6xcuVKLCoqwpycHJkDI3Hktpjc3FyWKVdeUzQzvnbt2gonH5KTk5nfHzx4QPhDVq1aleW72rRpU3z16hVu27aNNWM9ZMgQzM3NZfanTER4UVERLl++nFAu6tWrh7Vr11YrP6l0MzU1Jfa9detWzmuTnJzMeX/l+dtJvyvjxo3jnGV68OABBgUFsbb39fXFSZMmKUyCri6FhYWsJPwCgQCjo6Pxy5cvmJCQgA0bNuQ8N7F5+Pv37xqLxpYVEV6tWjWcMmUKzp8/XyOmdFtbW5lR6YglkfuLFi1iySMrKytcuXIlMQt+8OBBlb6T6rSKIh8qAhVOoZQWkA0aNCjzupvKIhKJOJOXSr7AyrykDRs2xIsXL+LWrVtlfjQknXl1dXU5FZHSjtwASszxI0aMwOTkZLx37x6+f/+eUzhLtq5du3IKZaFQiDExMcTsJ4/Hw4CAAOzRo4dck6506hlxMzAwwGHDhuHFixdx8eLFnDNetra2+N9//2nsPqekpBDHMTMzY/lOAZREWJ45cwY3bNigUlJ8yVa/fn0cNGiQzIhDWcIwLS2NuM6SM3kmJia4bds2IjLc2dlZqaACeU1bW5tTAahRowZLMJ46dYoVTNKhQwe8e/cuLl68WOW+hIeHI2LFkw8BAQHEOk+ePCEGKnZ2dvjnn38SM4ZVqlTBtLQ0zM7Oxg4dOhD7c3R0xFOnThH7TE5O5qyko0w5VkXN0NAQ27Rpg6tXr8ZLly7hmzdv8MCBA8T7IXkv9fX18dq1a5zXZ9OmTZzHcHJywoEDB8q1rIibm5sbbt26lbNyTGpqKmdFlqZNmxKyx8TEhClRqQmuXr3Kslo0adKE8atLS0vDYcOGcc7qKyqBqk40dnp6OmdpX+ka4eJa6cnJyThixAiVA+C4mpGREetbJRAIcOzYscTscG5uLita28LCArdt24aXLl2SqYir2iqafCjvVCiFMjMzk/VAaMqhWlMkJCSo/FC7u7tj9+7diWUtWrTAnJwczM7OZkWZGRsbo6+vb6kc3LW0tNDT0xODg4Nx2rRpGB8fL7cKiZOTEy5cuBDfvHmDDx48YCUfBygx6UjX3OYiMzOTNZNXu3ZtvHz5MqampuL8+fOxefPmcj92fD4f69evj8uWLcPHjx9zKquSrVq1arh9+/ZS+U2KRCJctGgRIeAtLCxY/axVqxYePHiQEVTfv3/HU6dO4aBBgxT6qVWqVAkHDRqEW7ZswefPn2NkZKRM0/WyZcs4+/nmzRsiMliyv9WrV8e7d+8SvpGyPlgCgQBnzJhBmNJVTdEj2WxsbLBx48assp0GBga4du1aFIlErGTuNjY2OGjQIIWKj0AgwOvXr1dI+SDtsP/y5UsiV2ulSpVwy5YtxABAX18fd+zYgSKRCNesWcNSwGvWrImNGzculSWicuXKGBAQgKNGjcIlS5bg9OnTZQ5SdXR0MDg4GE+fPo0ikYg1gy/5jFWtWhXfvHnDeX2WLl3KuX9tbW2MjIzE58+f45YtW3DgwIEKz83Lywv/+OMPPHXqFBOYJBKJ8ODBgywFj8/nE65EPB4Po6OjNaZs5Ofn4+TJk4nrYGBggDExMSgUCjErKwuXL1+OHh4ecmfi+Xw+Nm/eXCPR2LJqhAcHB+PDhw/xzZs3MhOQ8/l87NChAy5ZsgTXrl2L06ZNw6CgoFJFpYsTvHN92wICAvDly5eYk5PDCvbr3r0754BJmVYR5UN5pkIplBEREcSFtrCwULsckqLEyPIqvcgjLy9PqReqWrVqxEeyW7duOHv2bGL0Jvar1ISjtYuLC06aNIkQmpJ1vxFLhK10DV4uQSKrPzY2NnjhwgWlrlNxcTEuWrSIMKuJzcazZs1SuRKFtCJZtWpVTnOfj48PawZH2fsqXfJLWskRR24XFhZieno6Ll++HDt27KhS4nkej4cdOnTAmJgYuWl5JJODS1JQUMA5WwpQ4p6QlZXF8sHjalZWVnjjxg1i39L1uTt37ow9e/bUSH10IyMjVsBJzZo1cd26dUpHVQ4dOpT4X1n58OXLF5w1axYGBAQw725CQgLnujt37sRGjRqhqakpWlhYYIsWLQj/RWWeI2n5EBERwVrv7du3ROUgMzMz3LBhA8unzNrautQzywAlsqZnz54y636LuXHjhkITZM2aNXHFihWYlZXF8jEWt+bNmxOmTUn++OMP4n2Qfn/v3r2LiCXy6vbt27h06VL08PCQ2ycDAwPs0KEDLlu2DO/evYuFhYWcEeHS73S/fv3U/sZwce7cOZZ7kKr+6g4ODpxJwNVBVo1wPp/PqdjKSkAujTgqfeHChaySouo0Ho+HlStXJgY02traOHv2bM7ZVln7UEc+iAtt1KpVCw0MDLBKlSrYu3dvzMjIYK37o+RDeaVCKZTSkXliM5c6iMtzSbbNmzejgYEB1qpVq1T9lE76K9kkZ5s0oSxK7o/H4+HChQvx2rVrMpOmt2/fnjB/Stb9RiwRMDNmzCC2kRVBp6Wlhf7+/sTvOjo6uGHDBqWv1a1btxSaspydnXHRokV49epVpZKr83g89PX1xcjISNy4cSMruAFA+RrhiCXJi+WZrI2NjTEiIgI3btyIv/32m9JJxsV+nbISpksKd8nfhw0bxjlzIhKJWMmwxa1v374ygy0sLS0JfyZ7e3u8d+8e6z5JOo03btxY5nOxYMEC5v2aM2cO9u/fX6Ol6qSfwSpVquD48ePVlg9ZWVkIUDIIEUficimUK1euRADATp06YVxcHC5btoxRZPbu3avUsRDZ8sHPzw8R2Qm9Bw8erHJSZq7m4OCA/fr1w8jISNyyZQteunQJMzIycNKkSSw/SUdHR8JSIVn3W0x6ejqhiJmZmXEGCurr62NoaChn7WWAkvyWXIhEIiJzgo6OjlJZGvbu3at0uVR7e3v87bffMCEhASMiIuRae3x8fNSeYBAjmVTc19dXaTP21atX5ZYp7NGjBx4/frzUGSvevn2LvXv3lmkJaNu2LSYlJSkdCf/48WOZNbePHj2K9+7dIxK8N2nSRCM+u/Ka9GBMWfnQs2dPtLW1xbFjx+K6detw3rx5aGNjg4aGhsS7UdbyoSJQYRRKoVDIeullBSOoy7lz5xAAMCoqqlT7SU5OJvqpiRnG2rVr47Rp03Dt2rU4evRoYqQmuX97e3t8+/YtPn36VGZ1CWlftwkTJrAUlIULFyrdN319fdZIX5wEXR7iBOSylF9x+TAuYfnixQulywCamppi06ZNWYqeuEa4dPlJSS5duiQz2TKfz0dvb2/08PCQe48rV66MISEhhFnGwMCAiLh9/fo1Z8oX6da9e3eZZq7Y2FjOj44sxc/Ozg6XLl1KKHvOzs6sCPvHjx8Tpm55H9/x48cT2964cYNVT7dOnTq4atUqXLJkCYaEhGjEd/PYsWNqy4fv37/jq1evEBHxypUrCMCtULq6urJ8rnJzc9HIyAi7dOmi1LEQ2fJBS0tL7YTe4mZkZIT9+vXDJUuW4MqVK1kuKR4eHpxVsWRFhEteSzs7O8zKyiK2e/ToEfFcOTg44NKlS2W+k05OTpyuG9I13cUUFRURbhmmpqas57hFixasPLLHjx8nLALu7u7Yp08fhebxunXrore3t0yFSp0k6MpGY0ufE9fsn1AoxMOHD2NgYCDnzKGrqysuXboU379/r1If5SUgl5YVGzZsUGhilxW5La65Lf2d+f79O06bNo01YBg9ejSuXbsW//jjD5lZM1Rpbm5uasuHCxcusGbTMzMzUVdXF/v168csKyv5YGJiopEUdz+CCqNQZmRksB4STUz5SxIWFoY8Ho8lPFUlOztb5Y+BpCBzc3PDI0eOsIJfunfvzuQqu3fvnkzH5M6dO6NIJMJz584RI3Z5H25JJVpcc1taCPN4PBw8eDDGxMTINKtKNnESdElEIpHcBOTSAp3ro7F7926WL2JISAhu27YNx4wZw1mCTLJJf9j09PRw2rRprIS+CQkJMv0X5fn06evrY0BAAC5duhRv376N7969I5L9mpiYEKZEkUiE8fHxSilWbm5uuGzZMlZ6k9OnT7M+NPKUXHd3d0xLSyMUmRo1arCU6zdv3sgtESoppNu2bcsMIoqKijAqKop4/sS1o8XrnDhxgpWsfNOmTThr1iziXJTxFeYKtlBHPshTKG1sbLBTp06s5ba2thgcHKz0MVSVD4aGhsQ10NLSwtmzZ+OmTZsIRcXCwoIZpBQVFeG8efOI51dHRwcXLFjAOdCTFREubtWrV2f5PT5//px412xsbPD27dt4584dHDNmDKergvQzqaWlhadPn+a8Tvn5+cSss4ODAyvnK1elq3PnzhHHbtiwIb57944xjwcEBMh105D1buvo6Mj1uVMnGnv79u2sykRWVla4Z88emcd5+vQpzpgxg1NJViZhujIJyFetWoVDhgxRuka4KpHbYrgGmw0bNsT79+8jYokrinRsQVBQEB45coS4vnw+X60UaaXVH7y8vNDLy4v5vyzlA5d5vTxSYRRKyRQoACWzPpqksLAQLS0tsWnTphrZn/TLXrlyZcIsJOmHxOPxcO7cucTHwcvLC3NycvDPP/8kXuq6desyCm9RURHOnz+f08wjLjK/du1aZplAIMCBAwfKFKbx8fEya26LW79+/ZgP0q1bt3DUqFFyP/hVq1bFu3fv4pcvXzA+Pl6mr1Pr1q1x9+7dmJubi+Hh4cSHx9DQEOPj4/Hdu3csM4q1tTVnAtgnT56oXHvc1NQUly5dit++fVPoYyvd6tevj1OmTMETJ05gfn4+04/Xr18TKXYsLCzw6tWrzO8vXrxgBV05OTlhUlKSXN8jcS7I1NRUfPjwoUI/LMnZHXE1E8nnsV69evj69WviGubm5hLBIdLnK/mcVKtWjRk83L9/nxXgVbduXSZlkEgkYiUrr1mzJmZmZuLmzZuJ571Hjx5yg8UASkyE8+bN04h8kKdQBgcHM0nGs7Ky8N69ezhq1CjU19fHixcvqnQcafkgnkUfOHAgYZrOyclBkUiEBQUF2Lt3b2Z9LS0t3LJlC2ZmZhKmPHH/xB/8a9eusWYrGzduLPMDdfToUZnvaJ06dYi0RIjs59vS0pJ5vr98+YLr1q0jfEG5moGBgcxB/KdPnwiXmJo1a2JSUhJrtrJ9+/aEWfrKlSus51tSIc7Pz8fjx4/j5MmTlYoel2yhoaFMZR5N1cbet28fyzc1JCREbl7MwsJC3L17N6dLj/gdlUyYfv/+fZVzYCqKCJdVc1tfXx8jIiI4q+7IGmxGRUUx35bHjx8TzxWfz8clS5ZgTk4OkVvYzMwMIyMj5d4vLS0tVqq50uoPIpEI7e3t0d/fn1lWlvJh27Ztpervj4KHiAgVgAULFsD06dOZ/9u3bw9HjhzR2P5TUlIgMDAQYmNjISwsrNT7a9++PRw9epT5v1mzZlC3bl3YsmULfPnyBQAArKys4N27dwAAwOfzoVWrVnDx4kXIz88HAABLS0vo1asXvH37Fg4dOgQFBQUAAKCvrw+BgYFQpUoVAADIycmBI0eOMPsSExgYCG5ubnDixAm4efMmAAAYGhpCt27d4ObNm3D37l1QdPsrV64Mzs7O8N9//4FIJAIAgOrVq0OnTp1AW1sbAAAKCwvh/v37cOPGDXj79i3nfvh8PrO9GF1dXahTpw7Uq1cPLCwsiN+eP38O//zzD3z+/JlZpqWlBUKhkPnf1dUV2rZtCwYGBnLPQSQSwZs3b+Dp06fw9OlTePnyJasvqmJoaAiOjo7g5OQEVatWBUNDQ9Y6X758gd27d8PHjx8BAMDAwAB69+4NVlZWgIhw//59OHnyJHNfAQDq1asHvr6+kJycDK9fvwYAAFNTU2jYsCHcv38fnj9/rnQftbS0wN3dHVxcXODIkSNQVFQEAACNGjWC69evQ2FhIQAA2NraQs+ePUFPT4/Z9tu3b7B161bmWRVjYmICzZo1g9zcXLhw4QIAAOjo6EBISAhYWlrC9evX4dy5c1BcXMxs07BhQ2jSpAlz/06ePAm3b99mfnd2doZOnTrB/fv34cSJE8zyWrVqQX5+PmRlZck8R319fRg2bBjY2NhoRD5cvXoVGjRoAAkJCRAaGkr8lpOTAyEhIXDy5ElmmZWVFRw4cAB8fX1VOg6XfGjUqJHcbUQiERw7dgzu3r3LLGvXrh3UqFEDDh8+DI8fP2aW161bF9q0aQNaWlpQXFwMFy9ehKtXrzLvu7a2NjRv3hw8PT2Bx+MRx0FEuHfvHpw/f551/42NjSEkJASMjIyYZfn5+bBv3z7meRUIBNCjRw+wt7dn9vf69Wu4efMmZGRkEM+GGC0tLQgODobKlSuzfvv27Rvs2LEDPn36BAAlz2vXrl3h4sWLxHOkq6sLbdq0AXd3d+DxePDu3TvYvXs35OXlAQCAubk59O7dG4yNjTmP8ezZM3jy5Ak8ffoUvn37xnEH/h8ejwd8Pp+QR9K/29vbMzLC2toa+Hy+3H3m5eXB8ePH4eHDh8wyIyMj8Pf3B2dnZ7nbfvjwgZHpkvIEoORe6+npwdevX1nbVapUCerXrw/u7u4gEAhk7v/Fixdw9uxZePXqFbFcIBAwckRMnTp1oGnTpsQzItnPI0eOMM8KQMk71LFjR6hUqRIAlMj+AwcOwPfv35ljdO7cGSpVqgS7d++GDx8+AEDJu9+kSRM4deqU3O9Y7dq1oU2bNrBy5UpmWWn1hy1btsCAAQNgw4YNMHjwYAAoW/kQFRUFERERavf3h/HzdFnVkA4UUWUKWRn69u2LOjo6GivKrihXI2200aa51rNnT+J/deWDvBnKL1++4KhRo3DQoEG4e/du/Pvvv7Fu3bpoa2urcmoPKh9oo+3HNelZ2dLoD/fu3UMTExP09fUlfErLUj7MnDlT7f7+SEqmmCoA0qMgeaMpVfn69SskJydDQEAAWFpaamSfmuwfhUKRDY/HY806lcX717t3b9DW1oaDBw8yy7p27Qqurq4wffp02Llzp9L7ovKBQvlxmJiYMDPcAOq/f69fv4ZOnTqBqakp7NmzB7S0tJjfylI+SM86l1cqjEIpfYGlFczSkJSUBHl5edCvXz+N7VO6f926dYOxY8eCrq4uAACsWbMGEhMTAaDErOHo6MiYsqytrWHevHkwf/58xsRpaWkJy5YtA0dHR4iPj4ft27cz+65fvz7MmzcPzM3NAQDg0aNHMGTIEMK0ZGBgAMHBwbB9+3bGlCCJjo4OGBsbM+YEyeU9evSAgQMHgqmpKdy8eRMmT57MmJFq1qwJvXr1gqNHj8Lly5dZ+3V0dAQjIyPCTCdJ5cqVoUuXLtC5c2em/wUFBbBmzRrYtWsXs56uri5Uq1YN7t27xywzNzeHKVOmQPPmzTn3DVByH+7cuQOXL1+Gy5cvQ2Zmpsx1Jc9ZT0+PZe6TxsjICLy9vaFBgwbQsGFDsLOzgwcPHkB4eDgjvJycnGD58uWgq6sLK1asgH/++YfZ3sTEBCZPngytWrUCRIRly5bBvn37AKDkeV++fDnUrVsXrl+/DklJSXDmzBmZJjZ3d3fIysqSKXh4PB7weDzG1N+sWTOYO3cuCAQCuHr1KsTGxnJem1mzZoG/vz8AAHz+/BmGDx8OL168AAAAX19f4PF4cPHiRWZ9a2triIiIAB8fH2bZyZMnISoqinknrKysYNGiRVCjRg2Ii4uDbdu2MesOGTIEtLW1Yc2aNUy/p0+fDvPnz+c8r+rVq8Off/4JaWlpxHJNygcAgMePH8M///wDa9euJZZbWFhAs2bNGPO/skj3r2PHjhAWFgZmZmYsEzQXiAgJCQnw999/M8v69+8PI0aMgIyMDJg2bRrjfqKrqwsRERHQpk0bZt0rV67AwoULIScnh1nWpEkTmDp1qsxB9T///ANRUVEs86KbmxuMGjUKfHx8oLCwEGbPng3nzp0DgBJT9uzZs6F169Yyz2Xz5s2s6ypGW1sbWrZsCd26dYP69evDrVu3IDw8nLl+PXr0gPDwcODxeHDq1ClYunQp5ObmMtu3b98exo8fDwUFBTBhwgR48uQJAJTIjmXLlkH16tXh5cuXcOXKFbh8+TKkpaVxmobF51KnTh2wtbWF06dPK/WRd3Nzg4YNG0LDhg2hTp06KikyiAjJycmwevVqxg2Kx+NBUFAQDB8+nPmWfPz4EVJSUgg3GTF8Ph98fX3BxsYGrl27xpy/JA0bNoTu3buDr68v48YkSW5uLmzatAn27dtHfFNsbW2hRo0akJqaSnxTrKysYOjQoYxZeeXKlUz/AQB69eoFI0eOZFxsPn78CNOnT4dbt24x6/Tt2xdGjhwJT58+hQkTJjDfpSpVqsD06dNh5syZzPNdu3ZtSE9P5zR7GxoaQteuXaFq1aqwaNEiZrk68iE3Nxc6dOgAnz59gnPnzoGdnR3zW1nLB/G9Lvf81PlRFYiKiiKmgNu3b6+xfYtzM3779k1j+5QOtAAoCb5xcHDAli1b4m+//UakkXF1dSWc4d3d3fHu3buEQ72lpSWmpaUhYkndT8koaUdHRyIR9bZt2zin/qUDcvh8PlNz+9u3bzLrZJuammJ0dDTm5eXh5cuX5abBEAgEGBISgmfPnmWCA5KSkuRGMevo6GDfvn1xzZo1rKoHzZs3ZyK9uSK8Bw4ciB8/fkTEEmfpu3fvqpVUHKCkIsPXr1+xuLgYN23apFL+RAcHByJdhqenJ+bk5OCxY8dY++nSpQsRBDNnzhzmNy0tLdyxYweuWLGClTuNq4nNIR8/flRqm+DgYCwsLMSbN29i+/btZa63c+dOpn/FxcXEM121alVW7sHffvuNcMIXCoU4ffp0Yh1fX1989eoVCoVCHD16NPHbkiVLcP369cSyuLg4zgpZ0q1z584akQ+yTN4XL15k+iNNhw4d0MbGRqXjcMkHgJKMDx4eHtijRw+cPHkyxsfH4/Hjx/HRo0ec0dl//vknsf3YsWNRKBTiq1evWFVQpk+fTqQf+fTpE6uWuoWFBXHfpdm+fbvM7AHiGuGFhYVE5DKfz1dYkUTapYmriROmb9++nQiAiYyMZPbz6tUrDAwMZL2Xx48fx5ycHCIAR1dXV+H7Las29pcvX2TeQ1lNOrm6slV4Hj58yMqqUbNmTYyPj2dctaSPxZWAXCQS4dmzZ2VuI50wXV7k9ooVK5jIbVk1wiXzHYtlxsmTJ4lzu3HjBlFWVldXlykne/XqVULW16lTB+/evUt8Hzw8PORmoRA36YwDqsqH/Px8bN68ORoYGHAG2JS1fChtKsMfRYVRKMsqyjsnJwe1tbVxwIABGtmfGHVKnmlpaRFKorOzM+7YsYNIrWBiYsJUo0lNTSXyAxoYGBDpJqRrocp60TIzM5ltPn78SETXSX88KlWqhN7e3pwflSpVquCiRYtkllW7ffs2USVCUX5OgUDAmcD49evX2KVLF2JdCwsL9Pf3V5hUXFo4SrbIyEjWsfLz83Hx4sWs7QQCgcLI6gYNGrBSc5iYmODGjRuJj4lkXXaAkhQ4XPvm+gj07t2b9WEqKioiIiGlm52dncLI1tWrVxP7nDRpEnHukuva2NiwanXn5uay7tFvv/2G379/x+LiYpYiM336dJw6dSqrrKWy6UCkU2hpOso7JycH+Xw++vn5Edf7+fPnaGRkpPIHSh35oK2tjS4uLujv749hYWG4ZMkS3L9/P0tpHzx4MBYXF+P3799Z17lLly6EYoRYkvdOOmdtnz59ZPqTr1q1SmYfeTwehoaGYlZWFkv+SD9TkohEIiKKXd4zr6+vz8p3GRsbS+wrISGBpURwvY/SzcLCAoOCgpSqjS0UComBoHRTVOFJnFx927ZtnLXHJSkuLsYlS5YozFMbEBCgVAJyeWUVtbS00MfHB62srFjXXVbkNqLsiHAAwMDAQNZ2u3fvJgb8dnZ2mPp/7H11VFTb+/6eYBgYupESUAQxEVFsEUFKRcW6douJDYqF2N2NoiJe42Ki3o/X7m7Fwi4MRBEE5vn9wZr5zqmZMwNe5bfuu9a7Fpw5sc8+e7/73W887/nzAIqrcqn2X7Vq1bB161ZKe/X19XnLB/pao418KCwsRMuWLSEWizlrvP9s+VBWsrzLjEL5s3AoFcLx4MGDpdDKYmLDkQoLC4Ofn5/GWs58JoSenh4GDRqEvXv34tixY4wSfZMmTUJRURFu3LjBC8PP09OTAgfy6tUrysSlCxYuZgPFplNWVhYD5qJy5cqskBsGBgbo06eP0iqroLy8PBw5cgRhYWFq694qBEf79u0REBDAea6hoSF27dqltt0fPnxgrSzi4OCARo0a8QKvt7a2xvTp0yl9tG3bNo3X+fj4sH6DmjVrslrVp02bptXYolubJ0+eTLlfcnIy57VRUVF4//495fyHDx9SwIgFAgESEhJw+vRpJCUlcUIR6coeHh44d+4c47g28mHJkiVISEjAwIEDQUgxXFFCQgISEhKUC6GitGPTpk2xZMkSTJ8+HY6OjhCJRDh+/DjvZ7HJh44dOyIoKAju7u46YerR2dvbG0lJSTh9+jSmTp1KGfve3t54+PAhpU3v379nlOS0s7PjLBs3ceJE5XkikYgBeSOVSjFmzBhG5aY5c+Zw9svXr19ZNzrW1tYaoYcEAgHFsvr48WPMmDFDY5lIQootqN27d9e5NvbOnTs5vS8ikQgBAQFo166dTrXHFaQAIGeDfBOJROjZsyfjm/IhTYDpir7t0qWLxmpBWVlZapPNFDXCi4qKKOOHkOJqRMeOHcPevXsRHR3NqABXkrkgkUgQHx+vs3wYNmwYCClWiunV9RTWVODnyof/cChLmX5WpZy6devCxsZGJ0HCRXSke0IIatWqhbi4OBw7dgzv3r3D5cuX8eeff2LGjBlq3Y58me7atbGxYRUQdHeygsPDwyl9kJGRwQu/sVatWhSroKOjoxKYlot+/PiBIUOGaPV+VatWRadOnRAcHKzRjW1gYIDBgwfj3LlziI+PV3t++fLlGdhr6ujJkyf4448/OO9Xs2ZNXrh2FSpUQJMmTTiFpYmJCQYPHoyFCxeyLlY2NjZ4+vQpo32nTp1i/e4BAQEMFxQb9+7dm7LDPn/+PGtJNHNzc2zdulV5bkFBAR49eoRZs2ZR+lsoFGpdq1jBqu5frqpPCnZ2di6RfFB1u9FZFfd1yZIlqFGjBoyMjGBkZISmTZtqXRueTT5YWVmhc+fO2LBhA54+fYpHjx7h8OHDWLFiBUaPHo02bdqgevXqvL4hG0ulUsqmTSaTYdasWRRXulwuR0pKCmPe9+7dm4E/KZfLER0dTZlz0dHRjM2Jubk5mjVrRjk2adIkTnfv06dPWZVAmUyGRYsWcQKmE1KseDRp0oSXC7RGjRoUJVUikSAtLU2r76hK169f56xIRUixfI6Pj8e5c+d4gasbGhoiKCgIHTt2ZOCIqr6vavtnzZql8zp2+fJlznAnQjQDpu/du5ehMNerVw+urq6UY2KxmDGXDQ0NS6w0qms7IcVKN72/+coHdbjMhPyfCvWz5MN/lXJ+EpVmLe+fSepqeSuEY3h4OBYvXoy7d+9CLpdj3rx5FOEcExNDcfeYm5uXSq1TqVSKzp07s1ouR4wYoRGAvEaNGqyA26pC3sbGhrXMmyplZGRQ3N8Kobh9+3bcuHEDPXv25K2IVK9eHYGBgYxylHRFkt5/TZo0YVjX+NLly5dZLW30Bd/NzQ0hISG8wdUrVaqElStX4suXL5g6dSrrOXp6ejh58iSjTR8+fICTkxPjfPqzJRIJ6taty9omVcD0ly9fslrUfXx8EB8fj4EDB5bYqmZtbU0Z59WrV8eJEyfw9u1bysLVpUsXjfeiW7HKqnwgpNiKGBMTg/T0dIoVWi6X4+3bt5Ra6V27dkW9evV0cqMTUrzYqrrS4+PjGX3p4uLCWBgLCwspFikzMzOcOnUKo0aNYsw1uqI5cuRITqXyxIkTnONp6tSp+PLlC1auXMm5OaazhYUFQkJCGPLGy8uLouyKRKISuRbfv3/PWKPoLnsbGxssW7YMP3780AlcXSqVomfPnrhx4wYuXbrEKEtYr149rSBquGpuu7u7c4bNqAKmZ2dnM0IbjI2N0a9fP8TGxqJdu3ZwcnLSWWE0MDCgyCk9PT3ExMRQlMP58+ejsLBQ4zPoG/OyIh/+q+X9kyguLo4hKHJzc391syiUm5vLWKg1WVecnJzQq1cvSlyQi4sLtmzZQrEqTJo0CU+ePKG4jAUCAVxdXXW2XLAtLup+Hz58OAoLC5GamsrYfapOaHNzc1y4cIHRP0VFRVi6dCmn1VAikcDNzY2XAPL29sbq1avx48cPAMVhEWxlF0UiEUPRio6OVl6nC61Zs0Zt24RCIWJjY5UWg4cPH6JHjx68yiuamZmx1h1X/L1q1SpGe+RyOaX2MRsLBAJ069YNT58+xePHjzUqIJrCCfiwWCyGq6srRaHQ19fHmjVr8PDhQ8oYqlevnlJ5KioqwpUrVzBz5kw0a9ZMo8Lq4eGBcePGUY6VFfng5uamNjRFIpGgWbNmmDVrFq5cuaLWWvH161esWbOGsuCamZnB1dW1VFzpderUwbp163DmzBm8ffsW379/R2BgoPJ3Rd1vrhrhqjxgwADOd1m5ciXnOHRwcFAbC61gIyMj9OjRQ+kKLiwsxMyZMynKrkgkosSoCwQCrF27Vufv++PHD2XYhIKdnZ0ZcrVixYrYsWOHUqn+8eMHVq9ezSsJj5D/c48fPHgQI0aMoPSzoaEhli5dqnac8K25ra66jp6eHmuMq7Ysk8kYa0lAQAAyMzMZoRUpKSkUb0KjRo3Qq1cv1o20KguFQrRp06ZMyoe4uLhf3SzeVKYUSrZsT03Zg/82JSUlMdro7OyMiRMnYvny5ejatSulfrI6rl69OkNxWbZsGQoLC9GzZ0/O6wQCgVp3ijZsbm4OLy8visCKjo7Gx48fkZ+fj0WLFnHGhRobG+PEiRPKvnn69Cll8SGkOHPdx8dH7cIjlUpRp04d+Pr6slpp7ezs0L17d41xVoQUKzgrV64s0TdeuHAh5Z5cMaZSqRRRUVEICgrifD9TU1OG5YTteyr+7tOnD2ubFi9erPYeQUFBuHr1KgoKCnD+/HmUK1eO8o0rVqyo8+JAX/CDg4Nx8OBBPHr0CG/evKHE+JqamuL06dP4+PEjJflLkcG5YcMGdO7cmVfsG1tf0o+VBfmgQDhYtmwZJkyYgDp16qhV5q2trZXuca44sNOnT1P6w9fXF2/fvsWjR49w8OBBRhaprpsHIyMjVKlShbIIKpIrCgoKcOXKFTRv3pzz+q5du3ImkKhavjRtMN3c3DiVTIFAgLCwMOzbtw+FhYW4ceMGwwNDH2+LFi0q0XdesWIFRYEvX748a2iTj48PunXrxrq509PTg6+vL+rUqaPRPV6nTh2GHA4MDMSzZ88o7eKTuf3hwwdcuHABW7duRWJiInr16oUGDRrw9rKw9b/q/1KpVO337NmzJwoLCxnJX2vWrGHU/i4plwX5oC0o+q+kMqVQAkBQUBCls2vXrs0bfuFnk1wuh6+vL+fg1dfXR9euXXH69Glcu3YNc+bMQfPmzdUKC7FYzEhw2Lp1K86ePcua0dyqVSvcuXMHnz59YgiwZs2aURaOkloszM3N4evri9atW8Pf359VIZFIJEhPT0dSUpLWVlRPT0/s27ePUhv7w4cPmDdvHipWrKj22lq1alGUJsX7bty4sUTfmA5fpWp5EAqFaNasmcbsTgXXqFFDGZuWmZmJMWPGaMziVNSlnTJlCs6ePYuCggJcvHiRU0CXK1cO4eHhpZbwYWNjg7Zt22L9+vVISkqi9LFUKqW4DF+/fs0Ke0WHpzIxMdHovnRxceG1oNFjqcqSfCCkOFZ42bJlePLkCbZv345+/fqpje8khNs9fvnyZYqSUbVqVQpUVUpKCkX2ODg4ICkpSelK79atG+rXr897A8w2VhWu9PDwcMZ8VHBoaCjy8/OVtbGnTJmC+vXra1Ry9fX1MWbMGGUsMb3uN9c4SkxMxLNnzzBhwgTK/KVbEadPn16i733s2DHKZtPExATz589nZKjTuWLFipg3bx4+fPigvJeutceNjY2xYcMGFBQUsNbc1tPTQ7169RAZGYlatWqphYPjwxKJBLVq1cLEiROxe/dudOjQgfJ7ixYt8OnTJ86McAcHB5w7d44Be1e5cmW1sksqlWqcW4pvUJbkQ3Bw8K9ullZU5hTKtLQ0xiBRzbT6lcSWDcsVIF69enVlrFxubi4OHz6MUaNGlXgHNnnyZOUEKSwsxKhRoxgTj+06d3d3VrebrgkV2rK9vT26devGgA7x8fFh7LIB4MWLFwgLC+O8H5fyoa+vj3nz5mkdvC6XyxEbG8v5vEqVKmH58uXo0KEDp+BTXbAqVKhAWdxXrVpFuc7R0RGenp4a+620vo9YLGa1/latWpX1GSYmJpT2Ojg44OLFi8r3efbsGUXpt7e3x82bN3H+/Hle72VsbIxWrVph6dKlyMjIgFwup0AXsbGZmRkDj5KQ31s+VK5cmYHnSUix5a9///64du0a5HI5MjIysHTpUrRs2VIr9/iNGzco1i8PDw/KfLp48SJlY2pgYIDU1FRG279+/Yq0tDSGPJNIJBrDZPiwnp4eL6+Kp6cnRSnS09PD6tWrle188+YNpY2Ojo6sG289PT106NABK1asULuZiYuLK5HC8eTJE4ZLnUtpEwgECA8P15hNrXjPzZs3c1o36Vwa4St0OSASidCoUSPWMCNCmDJ49OjRSrkrl8sxadKkErWnWrVqGDVqFA4fPozc3Fzk5OSozTMQCASsbf2d5QMdju13pzKnUBYUFDB27Obm5nj16tUvbdfLly85BUVQUBB69OjBquQYGxtj4MCBlEzj169fo2/fvrwmlb6+PiMwe9SoUUoh+PLlS0bsiCqXK1cOx48fh1wux6tXr1jjPatUqYLU1FT8+eefDIBdXYOtBQIBzM3N4efnh6FDh2Lr1q24ePEiPn78iLS0NIo109bWVom9+eXLF0ycOJERg2lsbMypRNrY2DBibFTB0jVRUVERhg4dyvkuTZo04VSS2Kwyenp6Skvejx8/KNmyhBA0b96cImzFYjGaNm0KNzc3jRZMdayqAEqlUkyePBkHDx7EyJEjWZXgsWPHAtAMmG5mZoaNGzcqF4sHDx5Q5qiFhQUiIiLUurGFQiHq1KmD+Ph4nDx5Uhnf+v37d2zcuBH+/v6835OuoP3u8sHBwQF9+vRhAJEr2N/fHxs3blRa6n/8+IGTJ08iPj6el3s8IiKCYql0cXGhQMy8evVKIwi6ggoKCpCQkEAZL3p6ehg9ejQOHjyISZMmURTDkiib+vr6cHd3R0BAAEVRmDJlCsONPmjQIOWYoccHN2/eHDt37kRISAirvKpUqZLaTN5hw4bprFTK5XKkp6dzxviZmZkxNgiGhoaYOHEiAy+UTgrXdEpKCoYOHQo/Pz+d3dKKOeji4oKAgAD07dsXM2fOxJ9//omtW7cyEhD9/PyUaB6aANMJKYbhUoRnsG0OK1euzFu29evXjzKfb9y4gYEDB/KCyFO8Z1mQDy4uLqWKPvNvUJlTKAHgr7/+YgySiIiIX2a6lsvlrJYRVRaLxejXrx8WLVqEOnXqsJ5Tr149bNq0SblwDB8+XGfh0KRJE7Ru3ZqXQF+4cKHyXS5cuMA6sfX09DB9+nTk5+ejW7duyuMymQwxMTFo3rw5r0B5Pmxubg5vb29KAotYLEZkZCRDKTE2NkZiYiK+ffuGJ0+esGagK9jS0pKyoMhkMqxcuVLtuCksLETv3r1Z72dkZMTaV9bW1hg3bhweP36MoqIizhiypk2bMgS1i4sLBay+JKzYkffu3ZsSMyeTyXD+/Hncu3ePcyyGh4czFIrPnz+jXr16nM9zcnLCgAEDeI8DW1tb9OvXDzt27MDHjx8pz8rIyMDIkSNZrXeamK2Nv6N8oCs3VapUwZIlS9CvXz/W5C0LCwuMHDmSUogAKFYs+LrHVeeCKr4rXxB0BV25coUBZ1O3bl3cv38f586do2z4goOD0bt3b1SsWLHE8DAKtrOzY7xr7dq1lWDk169fp4zDjh07oqioCI8fP8bYsWNZNzcSiYQzLKdPnz5aLe6fP3/GkiVL1GKuVqhQAZmZmfj27RsSExMZCpGNjQ2mTZuGv//+G2vXrkVsbCzat29fKq5pBZuZmaF58+aYN28ewzJaUFCAxMREipKop6eHxMREzrjXtWvXciqVIpEIbdq00QjDo44Vmdnfv3/Hpk2bNMIFsTGb4vk7yoe//vrrl7SnJFQmFUoA6NSpE+MDzJo165e0ZebMmZxCj74gGhkZYcqUKTh16hT69u3Lmu1saWmJESNGYOrUqQwTvr6+vk4xTQKBAEFBQawmf4lEQllcNm3axHkfRZanOsWNztqWP+T7PtWrV0diYiL27duHrVu3UvrFwMAArVu3Zk2YoS9qwcHBrG4megk5TdyoUSOkpKQoQYmLioooyVNCobDUsvHpXL16ddSvX19jjKRAIMCQIUMwceJETne5p6cno6oFG1h5WFgYbwWG3oYlS5YwBPiPHz+wc+dORuKWgqtWrcoJpURnNkv77yYfhEIh63xs2rQpjh49iuXLl1MSl1Q5MDAQO3fuZCAVaOMeJ6TY0qRwjxcWFmLBggUaQdAVlJeXh7Fjx1LONzAwwKRJkzB48GCNyqNYLEb9+vUREhJSKm5zBVtYWKBevXoIDg6mzIdevXopN0l5eXlISUnRGM+oyp07d9aIDKEAIGeTeVZWVmjdujXlNzs7O2zduhV79+7FtGnTUK1atVJTuhVsbm7OGb9KZ0X2+IYNGxhVhapWrUop76tKbGDlHh4eaN68uU7udltbW4Z80tfXR2JiIkaOHMmaCGpoaIi+ffvyhpOi8+8kHzp37vxL2lJSKrMKZVZWFuuioVqC698getk8OguFQjRu3JhhcbCzs8OqVauQlZWFpUuX8q4e0rJlS3z+/JmCEWZlZaVxYRcIBPD19cXo0aNZLWbu7u4Ua4Rq7CXfjHG64DA1NcWWLVtQVFTECWRuZGSELl26ICEhAX379kVAQABcXFxKFPOjr6+PyMhIJCYmYtOmTZg6dSqnO1HBZmZm2Lx5s1LJycvL4wU4b2xsjK5du2L16tVYsWIFRo0apQShLiluqL29PUaNGoUJEyaoDTgPDw9XfrcvX75gz549GDx4MGdsE9s3UO0HugXsf//7H8WVZmJiglGjRqFz584aqyhJpVJGSIZqzBtQXJ5s4sSJrIueRCJBly5dcOrUKTx8+JC3gm9oaMiqTP1u8oGQ4iQMNvDqjh074uHDhzh9+jS6dOnCOp7KlSuHiRMn4vnz56zPp7vH1SkriuzxUaNGUax7FhYW+N///sf5jocPH+ZtVeeqjX3t2jVOd23t2rUxYcIEjBo1qsTWe4lEQqmVvmLFCqxevRpdu3bllUwXEhLCqGLz7ds3rF+/nrOsY506dTBlyhQkJycjMTERrVu3LhEKB901nZCQgM6dOzM2q6qZ23K5HJs2bWJ4D/go8gKBAH379qUkR6pSTk4OIiMjKdcEBQVhzJgxvBJlXFxcKIYXHx8ffP78mVG6lYu9vb2xdOlSZGVlYeXKlbyr0bFZUn8H+WBra8tZ9vR3pzKrUALsCTqEFO80frb5Wi6Xc1oeCGGCqFatWhUdOnRgTGBPT0+kpaWhqKgIK1eu5MSsVF0IZsyYgUePHukEraIqWOnHIiMjARTXJd2yZYvGutiEEM64lxYtWlCsfnK5HBMmTOC8j6OjIzZs2IDCwkLcvXsXEREROr8bF5uYmMDa2lqtFS8oKAiZmZkak6OMjY013osPcy3wXl5euHPnDrp3765WCXBxceF0S9KDvPkouF27dlVmj8vlcixevJii3POJc1K3GRg4cCDkcjmKiopw6NAhzrAMd3d3zJ49G+/fv8f79+8xbNgwrWGNuNrxO8gHkUhEaZ9CcaZb/vX09DB8+HBlP8yePZvVOyASidC6dWscPHhQLf7ghw8fsGHDBl5eDtVvLRKJsHjxYsjlckY2tjqlhD7m1CVA3Llzh9OSJhAI0L17d9y+fZuyQWnQoAGSk5MxYsQIncvaqr6jtbW1Rqtu9erV8e3bNyVGI1uIh1gs5nUvLpZKpXB1dWUN+YiIiMDdu3dRWFjImrmtrub28+fPGZBRdnZ26NixI2PjR2e22uOPHz9mbIZKspG2sbHB48ePGWgaXOeuXr0aRUVFSEtL45Xsx4d/tXwoScWmX01lWqEEQKkwQ590PyvQ9uXLlxpjJgkpVjpUha1EIsGoUaNYAajZLD3qFm+2SSsWizF06FDcu3cP6enplF0wX1erpvg3uhuCvsgLhUJWd6aCZsyYofb+FhYWDEWgcuXK2Lt3L06cOEFRuOnn2djYlHhR+Rlcr149TJ8+nZFY0rlzZ7x48QIjR45kLMrGxsYMZZV+jlgsZtQ5V9C+ffso59Otlfr6+moVP3VJTvTxoHqfgIAAfPz4EampqZzwJg4ODqybIaFQiNatW+PQoUMoKirCt2/fMH36dIblyNramrOSE525lPFfJR/omKN0haFevXqYOHEiQx6YmJhgxowZyM3NpSjjbN9QVRnnopycHEqBBKFQyMtqZm5urhacXygUMuSWara/WCzG/v37Odv16NEjSglD+pjX19dH3759KTGE48ePB1CMsUiv+uLv74/p06erjf39VWxhYcEwINSuXRu3b99Wbgrkcjn27t3LUPaEQiFj7AiFQvTu3VtjlrhcLsfKlSsp31EgEDBkuaZQJXt7e14WTtW1R19fH+np6bh37x6GDBnCuiFXt+6x/ca2doaFhZUodOBXyYf58+f/lGf+W1TmFUoAmDJlCuvHMTMzQ3JycqntNuRyOZKTkzUGRNOVSLqlr379+khNTeV0kbi4uGDHjh0oLCxEeno6wsPD1U4O1ed16NBBGTx+7NgxymT29fXFihUr0LVrV63cAqr3nzp1Kv73v/+ptXCEhISojTWig3DTd9iqgmLt2rWUAPCnT58yso2FQiFWrFihPOfz58+4cuUKtm/fjpkzZ6Jv375o2rQpHBwcSgU+Q8EGBgbw9vZWus9WrlyJGTNmUIRkbGwsMjMzKQqQQCCg7IJTU1PVPsfQ0JB1Q6CaTKVKp06doij+dCHcs2dPPHz4kJJ5ynfDIRAIUKtWLcTHxzOyfcPCwpRusStXrlCsM+osuVZWVhS3bWFhIdatW8eYN4aGhhg/fjzmzp2rlcuQqwjAvy0fpkyZgvz8fAwYMIByvHz58oxKJ/PmzUNcXBxjA+fo6Ij169cr5/jz588xadIkznCBP/74A6dOnWJ9x9zcXAr0liLhIj4+Hr6+vrzniru7O8WN/fnzZ0aCj+oYNDAwwKlTpzj78fnz55QNkJGREcPSZ2xsTOmzbdu2Kb/BzJkzKb9Vr14dmZmZlEpKenp6mDlzJlauXKmslV6lSpVSjfcWCAQoV64cmjRpQsmavnz5MsV6SAdBr1ixIu7cuUPpk4KCAqxdu5bTKxUcHIybN29qNV4fPnwIPz8/xr1sbW1x5MgRyOVy3Lx5E/PmzUPz5s15Wx4tLS3RpUsXrFixglLUwMjICMeOHQPALNupbqwp4rXT09NRWFiIHTt2cIZ41alTB3/++WepbCB+hXwo6/T/hUIJQK2L1NfXF0lJSTqXWcrNzUVSUhKveBAF0xdQPz8/ipDT09PjnKBisRjR0dE4d+4cRo8erTFOja70RUdHKyfB2bNnKQPY0tJS65q/dIWkXbt2rAJA9f26dOmi1vW2bt06XjvIzp074/Hjx8rr9u3bx6r8dOzYEe/evcONGzfw119/Ye7cuaVSa5oPKwDeAwMDKbv8jh074ujRo5RFwMTEBPv27VO+z+XLl3WKpwoPD2cVdDdu3OAUWLa2ttizZw9+/PhBgX/SFstSJBIxMnajoqKQn58PoBg2SNXywsft16hRI2zZsgVpaWkMF5pQKETfvn1x4cIFtVVX2NjS0hJyufyXy4eWLVtSrlm+fDkDd5S+sWrevDkuXLiA3r17M+ZblSpVsH//fkrpvp07d3L2jwIwXQGkr6D8/Hy0a9eO0tcVK1bUOkmmSpUqDHD13bt3c4bwmJmZqVWA3rx5Q0lIsrCw4IwjVYzhK1euKK/fu3cvZdxZW1vj6NGjlBhcPT09NGvWrFSzptlYLBZTaqXPnTsXf/31F65fv46vX78CYAdBV7XkctXcVrBqjXC+lJqayuqFEIlEiI+Px/Xr17F48WKEh4fzKhmryvb29hQLqpmZGc6ePQugWLFSLU8pEok0KqtWVlYYM2YMzp8/j+joaE4FVCqV6lTxS51C+yvkQ1ml/y8UysmTJ/MaNObm5oiJicGePXs4S5Yp6OXLl9i9ezdiYmJ0xvaiT5K6detyurZDQ0M11vwmpDjmkg+UypgxY/DPP/9g3LhxGmNL7O3tERUVpZNi4+rqymntHD58OKvSI5fLsWPHDlbFNigoCM7Ozox+jImJYcRgaivktOHSzrQkpDicIDY2Fvv27cPdu3fx7NkzTotDs2bNOHfhdnZ2rO7Mx48fcyYttGvXDkeOHMHMmTM5LcJ0lslk6NSpExo1aqRWIZdIJIiMjMTKlStx7tw5tRmlFhYW+OOPP9CuXTteimzLli1x69YtbNy4kRGOERoaqlHxmTx58m8jH+gWiGPHjlHmjomJCUJCQhhjJjk5GTdv3mR1kzVt2pQCKA+oh1xSBUx//PgxVq5cidatW6tdhMViMRo1aoROnTrxsmSrgqsfOXIEbdu2ZT1PUfebiz58+EDx4piYmGDHjh2cNcJtbGzw9OlT3LlzB3v37sW4ceNKDcqM3u7SlA+2trbKajWqnh+BQICJEydi+PDhjLXExcUFLVq0YMxLeo1wNsrKyqJYBwkp3njR62nzYT8/P3Tq1EmjkcLLywvjxo3DP//8wyi2wcYWFha8YiJtbGwQFhb2rxTg+LflQ1mkMq9Qzp07V+cBYmdnh+DgYLRv3x5dunRB+/btERwcrLUFTx1LJBKNriMTExMsXLgQsbGxnJmGfn5++OeffyCXy/HkyROKYqoL2LWhoSEmTJiAmzdvKoXP9evXGQuLTCZTq8AKBALUqFGDc/InJiZSvtfJkyfVZlwHBwfjypUrGDhwYKkpjIp6w9WqVdOojJuamuLevXt4+vQpA8RdlRVl5Xx8fHglL/HlatWqYfPmzdi1axenkJRIJIiNjaW4zd6+fctaE9zQ0BD169fXCCpOVwL9/f3x+vVr5f0V2ePq+kQd+/v7Izk5mbLL//TpE+Lj4znHfJ06dZCcnMwo0WZnZ4cqVarwWtRV3Zza8s+QD/PmzaPMh8ePH1MscYo4OPr3aN26Nd6+fYtjx46xhsp07NiRAdSfm5uL5ORkrUDhVblBgwaMbGw2EHRNCpaVlRXq1avHOp/d3Nzw9u1bTvmenZ1NGXOGhobYtWsXNm3axAmppAs7ODjAx8cH7u7urPLa0dERU6dOVSoS9+7d02jVtLS0RLVq1VClSpVSgwuTyWQYOHAg7t69i4KCAjx48IChHBJSPN9OnjzJ6M+9e/cyxq+Xl5fGco4WFhaU76evr09JsFK4xydMmKCTcqe6hllZWSEzMxNyuRxHjx7lDA0zMTFBXFwcFixY8NPg2NTxvyEfyhqVaYVSXZb3rl27dMLI48MuLi7YtWsXZs2axet8NmHr5eWlNZ6kIiNcLpfj2LFjlN2pptgfZ2dn9OrVi/JMZ2dnBkQMG4xBSeMOFy1ahLt377LWbnVzc0ODBg1K/Ax6Te0+ffrgzJkzOHToEHr27MlLyDk5OSmBkYFibLWlS5dqvFbVelC+fHlGFu7PygS3tLTEwoUL8f79e84Sn+q4cePGSE5OZsAj9ezZkwGNIpfLGRiQwcHBaNGihVrLtmLDoVp7HIDOmdudO3dmKFtcApwLNulXywd6FmdOTg6jmlVUVBQDIsnKygo7d+6EXC7Htm3b1GaEA6BkY9eoUUOt0ieVStGiRQtGBnBCQgLD2sUGgh4SEoLk5GStwNUVXLFiRYorvqioCM+ePcPRo0exdu1ajBw5Uud64gqmW7Ld3Nwo7eTalAcHByMtLY0VyDszM5PhTWFjAwMD9OzZE4cPH8bZs2exefNmTJkyRVkrXVcFRNWV3qZNG9YNZatWrXD37l1kZ2dzxhKzMX2sqMrncuXK4fz584z+yMjIoMRl29raolevXhrHg6qiKhKJlJXbdMnctra25o25ycW/m3woS1RmFUo+OJSFhYXYvXs3Q0jqysHBwdi9ezelYgIfnDmuCctlLfP19cWBAwdw584dBr4XIcW7ZV3AWy0tLdGvXz+Ka8POzg63bt1Svo9cLmd9poL79+9PsXZpiu/8mVy+fHksX74cOTk5yMrKomStEsIObs3FXl5enFl9GRkZDCsPm6tVIBBQhKNEIkFSUhLkcjnu3LmDTp06/dRYTnVsZGREUXyHDh3KACsXCoVYuHAhQ4GQy+UYM2YM5X4dOnTgBCBXx2ZmZvD29mYoodbW1liyZAmePXuGCRMmsFqzRCIRL6xABWvCofxV8oENZ66oqIjhmvfz88Pq1asZc6xLly74+PEj8vPzsXjxYsbvUqkU3t7eOrl7mzVrhg4dOlCOjRs3jnVMcIGg08HV+brJ69Spg0qVKpWovKgqi8VidOrUCXfu3EFRURGSkpIoc0Amk7Eq2Yp4PS5Ad1V6+fIla0lSLuXd19cX69atU8aZKignJwfLly/npaDqwnw27Kq1sT9+/MjqmnZxcWHFPL158yZFMS5fvjz69++vE+pGpUqVWL0+bdu2xd27d3HgwAHOeMSSonz8rvKhrFCZVSi1rZSTkZGBuLg4NGnShPeiZGJigiZNmiAuLg4PHjzgvLc6vDm6kOFSIukTvkuXLvjw4QNu376NIUOG8Aoa19fXx6RJk3Djxg1KeUQ2VhXy9DJsN27c4LQ6RUZG4tChQxTLUlRUFEJDQ+Hk5FQihcnAwIAzJs7FxQU7d+6kZKUquFmzZrh8+TKuX7/OCSdjZGTEqWDWrFlTiavGRYWFhZg5cybvTEc9PT2MHz8eHz9+xPz58zm/+9q1a5VZ6dHR0ZSFqKTA6MbGxqhRowZ69uxJ2W0HBgbi0KFDlNgeMzMzHDp0iPHeRUVFGDRoEGNeqPuGx48f5w2ursgaT0lJQXZ2NtLT03WyMEilUhw8eBBRUVGcffc7yQeuShg7duygeBvs7e2xf/9+hnXfwcEBBw8eRHZ2NlJSUlCrVi2NIQCqoOLZ2dk4deoUZ6ILvQ+GDBnCmmR36NAhimxSBUH/8OEDLl68iM2bN6Nv376oUaOGzriMirGi2jcCgQCDBg3ClStX8PnzZ6xdu5b1OgsLC8yfPx8fP35EXFycWqt41apVNdbQptO7d+84XcY2NjasmyNTU1MMHToUd+7cweXLl9GsWTPGOWFhYdixYwcFRkksFiMkJERZPKEkrl6xWAxnZ2eEhoZi1qxZ+Pvvv/Ho0SMUFBSwgpUrODAwEM+ePVO+/6VLlyiKnKY2devWDTdu3MDEiRN5bR7Mzc0xbNgw3L59Gx8+fGAkJ5UWckdZkA+/O5VJhXLXrl2MD6BNLc6ioiLcv38fKSkpSpiMMWPGID4+HomJiUhJScH9+/fVZimrkqYsUk0D3sPDA1euXGHgU/KZKHQltW7duvj+/TsKCgooAkEikagVpMbGxjh16hQ2bNigccJIJJJSCUqXSCSoUaMGYmJicPr0aRQVFeHy5csM972/vz8lCeWff/7RKuNeJpNxvru/vz8+ffrEe+zduHGDsXio6wt133DkyJHK+y5dupTyW2RkJGWhr1OnTqnF9tJd+Pb29ti0aROePXtGGfOFhYXo3r272nupWsEkEgn++ecfxtxISkripSTS+9HExATJycmYM2eOxuQbS0tLvHz5krUEHCG/p3zgqtV77do1hjt2w4YNrIlJfOahg4OD0lLORuoA01W5R48eFOuKwjW9adMmRjJYaSVJ2Nvbo3Xr1lizZg0+ffqEwsJC9OrVi3LOsmXLlG0aMWKETnNRda4p6n5rQ58+feKMDdfX10dUVBSlupk6rl27No4ePUr5PvT61yNGjEBBQQGKiopw6tQpxMTEoEaNGjplONNZLBYzNhl017OJiQk2bNiAkydPqlUg6Wgmbdq0QWFhIb5//446deooj1tYWPAay/RvGBkZicuXL1OwTjUxWx+VJfnwO1OZUygLCgoYsQ3m5uY/DYSUL718+ZJhRVQ3Qby8vChWQGNjY43WHHt7e3Tt2hU9e/ZkJFmoPqtHjx6Qy+X4/v07mjZtqjxerlw5jBs3TqdsvpIw3+xxBwcHVsXD1dWVAh0EFAMgc1VZEYlECAwMZHX5qfZT06ZNkZOTo9V3lsvlDBxBVa5duzZrLBMh1FjKoKAg5eJMj6WJiorSOpSgtLJZ9fX14enpicDAQE73kQKAXHVhFwqF2LlzJ6WvLl68iCZNmjCub9iwIYYOHaoxe9zExESrhcLCwgK5ubllRj64uLhQFDRVevfuHRo1akQ5v2LFimotfGKxGI0bN8bQoUNZk6fYMsJVSRNgOiHF7uBmzZrB09NTZ9e0paWlMjt4/PjxakNsVFmRPT5jxgxGfOns2bMBFK8PQUFBrHNOlV1dXRnJHqrvPGjQIK3xB3Nycijyli7/GzVqhF27dqFTp06ccisyMpIh64BiWChVqB1CiuUln4RAgUAAZ2fnUsXg1cSurq6IjY2lbDSaNm2K79+/Qy6XUzaq9H6ytrZGr1690KVLF42b6EqVKmllpbWwsKDEeRJSNuXD70plTqFkS8RRV87r3yR6qTs604Wbk5MTb0ufo6Mjjh8/rnxWTk4OJk+ezJkJrcgW+/DhA6VOuIWFBUJDQ+Hq6qo11hwbq3PFt2/fHg8ePMC3b98oALdc/aHud0dHR9y+fRv79u3jVQXBwMBA7f1DQ0N1whXTBEHDByJCJBJh5MiRyMzMRHx8POU3dclVAoGA9b1TUlJQWFiIjRs3MoQl32/Fl01MTFC3bl2GwrJgwQJlHz169Ii15rafnx9lDH///h2DBw/m/Ww+c4UOmk/I7y0fdu/ezTjv8+fP+Ouvv9C/f3/e7jWBQIAhQ4ZQ6i3zzQj/+PEjLl68iNTUVCQmJqJXr16oW7duidzTCra1tcX48eOxfft2pWuajTZv3sz4vlzjXXWOq/4/ceJEZGZmYsSIEbxkW3BwMIYNG8b5DF1gXHJzcxEaGkqZ66r3lEgkGq23CiDvffv2obCwEPn5+Th27Bji4uI0xliy4R/fu3cPADgzwitXroxRo0YhMDCwxJ4nkUgENzc3hIWFUWSht7c3Pnz4AIAbmcXIyAhTpkyhbPKPHTtWqigaquEDZVU+/M5U5hRK1d0nIcUWoZ9dd5MvyeVyhitWKBRSlAQ+u8Q6derg4MGDWLx4MSNmaOTIkZRF4/Xr1+jTpw+rADU3Ny+R0qjY2apaGMePH8/ICqZzo0aNGFmAnz59YgBWKwRgrVq1dN49i8ViREVFYc+ePRg3bhyr1YQuZB0dHbVycyuIKwGLy81UvXp17NixQ2N/qWMHBwd06NCB01Kn6u4Dihe02bNnM5QB1YVCKpUiOTkZ9+/fx4EDBzBnzhwEBASUWIEwMzODjY0NY1FycXHBtm3bKPP04sWLjGSGBg0a4Pjx40hISNDK6iAUCmFkZITmzZuXOfkQHBysVW1sQoq9GdOmTcPx48dRv359ym9eXl4UK6RcLsfWrVsZVluhUAgbGxutkpy42hIQEIDZs2fjwIEDuH//PpKTkykyw8nJibNEqCotWbKE9RkVK1ZE+/btS5R1GxISgh07djBirAUCAQICAjjHm2qSBl/Kz8+nYG8KhULWuSWVShEbG4vdu3cjKiqKdQNsYGCg0Y0tEolQq1YtyvWKqkds2ennz59nWL/pHBwcjIyMDJw9exabNm1Cnz594ObmViKFUywWcwKp9+3bF2/evFG2MTc3FyNGjKA8TyaTYcmSJTh48CBrhR9NbG1tzZh/ZUE+lCUqUwplRkYGY5Bs2LDhVzeLQklJSVoP9EqVKjFiZMLCwpCdnY2HDx8yrEFWVlYIDQ0tEeSEQtCp/s83G/PAgQOoVq0a5zlz5sxh7ZtXr16x7hBV2dXVFX379lV7f1UhunLlSmRlZUEul2Pz5s28F0gfHx9KYLkm2rZtG6swNTMz40yeCQoKwrp16yjHtHFNz5gxAwsXLuS0aEyePJm1rR8/fuR0u4tEIiQmJqKoqAjXrl1D//79Ob+7SCRCnz59MGHCBHTq1Al+fn46KyAKV3poaChr1ag5c+agsLAQBw4coPSRiYkJ2rVrp9GabWhoiBs3bjCOlwX5wMeN3adPH0q/mJqa4sCBAygsLMTs2bMpY1AoFMLPzw8hISElck1bWVmhTp066NSpEyZMmIA+ffpwfgdVwHSgeMOgalkyMDBAamqqxv5hi39VXL9o0SLcu3dPmT2uCaeWPlZ3796NoqIiJCcnMyx9enp6rBZ8gUCgLOuoDRUUFKBLly5q22dqaorNmzdDLpcjKysLK1euhI+Pj8YNRdWqVdG3b1/OOV61alXld+AiRY1wNrSQ6tWr4/nz5/jy5QtWrlzJmeio+O50maHLWCOkGHGkfv36CAsLY4T81K9fHw8fPsTnz58ZiZmNGzfmhXoSHR1dJuWDuoSe343KlEIZFxdH6WhFzJSudPnyZURERMDc3FxZl3nRokUlamNubi4vtyddserRowfi4+MpSp6xsTE8PT1LBeDbw8MD0dHRrPcyMzPDli1bUFBQoBVWGRcLhUIcPHiQtX/oZfnowmjq1KlYsGABKxQHFwsEAkafW1lZsbp/VQWera0tTp8+rfGbHjp0iHUhpVsOzMzM1IK2a8MNGzZkxB+qKmFcMV6FhYW8YC74LMb0vqHX527QoAHatGlT4vrHAoEAjo6OjAXS3d0dqampvOGf6MkafOVDTk4OJk6ciODgYOU4SkpKYpyn7tmBgYEanwPwkw+enp6U2tgKunr1KgVvVCAQwM3NrVRcgjKZDO3atUNqaqpa1/Tp06c1borq1q2LjRs34tGjR4z5MH78eLXJCnK5nLLw0zdxAQEB2LZtm04QXGKxGImJiXj58iW+f/+OOXPmMJRIrnl++PBhXt9XQZcvX2bAmBFSjP1Lj3/XthKbl5cXFi5ciMmTJzOMAt7e3ry9L9euXeN0obMl5tC5Z8+eKCgowObNm1mVcUNDQ0RHR2sVB83FirVQVYEVCoWYOHEiAxOVi+lYpnzlw4ULFzBo0CBUrlwZhoaGcHJyQlRUFO7fv085T92zSyIf4uLieF37O1CZUijpVryYmBid73Xo0CEl9tn8+fOxevVqjB07FqNHjy5xO2NiYijtNDIywpgxYzB16lSKwCoNzDGxWIyaNWuiW7dumDJlCjZv3oy///6bNblFJBIxrF3Ozs4UXLGioiJGXBtXXJ5QKESzZs1YQYfNzMwYoOkKSk9P12ona21tjeHDh7O6zLn6hC/Qt56eHtatW8f5Lc+fP69RYdLX18fw4cPx559/IiYmhvd3FQgEiI6O5qUAqgr3Dh06cC7KXGXNmjZtyvkdpVIpRYjRYaQA5kbA19eXEpurGA+9evXCiRMncODAASxZsgQxMTGIiIgoMTC1uj60tLRE165ddZYPT548Uc4FhRLPplBu2rSJwcOGDQMh/5cUwofo8kEsFqN9+/ZYvXo1zp49qwT0jo2NRfv27VGrVi2dy78SUryQRkREICYmBkuXLkV6ejpOnDiBnj17aqwRzkaXL1+mJGxZWFiwWtEtLCwwdOhQBmh7q1at1ELzFBYWUmL9NFlYBQIBWrRogQEDBvAOnVHUHv/zzz8xbNgwjcqToaEhK5g3nTTV3CaEoEKFCmrln1QqRfPmzTFnzhzs378fY8aMUVvpis6+vr548eKF2nZu376dItfs7OwQEBDA2S667KDDSD179oxxjqGhIev3sLe3x99//00BeK9Zs+ZPw+g1NDSEh4cHI46fr3xo27Yt7OzsMGTIEKxZswYJCQmwtbWFTCaj1KP/WfKhSZMmvK/91VRmFMqioiKGa2jPnj063Ss7Oxu2traIjIzUGh6CD+3evZvSTpFIVOIFtVKlShg4cCBmzZqFDh06UCa+RCLB7NmzKRlhGRkZvJMw6K5TuVyOsWPH8m6bubk5q+vd09OTUgEDAM6ePcvbTe/h4YEtW7Yoq7Z8+/aNEo/IN55HgQemztI1bNgwRrzRnTt3NFpjfHx8UL9+fV6YkfRvpqiIcODAAd59HRQUhPz8fNZxxxbULRAINKIHqLK9vT1u375Nue+rV68oyABsbu+WLVsyrgOKFVF6nJ+LiwsmTZqECRMmoHXr1iW2wOvr6+P06dM6y4e8vDxlmcmLFy+CEHaFko169+4NgUDACvbMRXT5IBaLSwzoLZPJ0KpVK0yYMAETJ05kxBs2aNCAFaj71q1bvGuE069TnccVKlTAtGnTOMshenh4sIKgc1FeXp5G4HyJRILo6GhKgtGuXbsongNvb28EBwdrhAyqV6+eRlgfMzMz3Llzh7W9WVlZiImJYcgBGxsbrbALAwMDWTOO8/LysGXLFk5rn6urK2X82NnZ4ezZs4z7sMFq2dnZabVhYQO6nzRpEq9rTU1NKYaGwsJCzJo1i9JvIpEIHTp0wKxZszBgwACdinjQOTIyUmf5cPr0aYbMzcjIgL6+Pv744w+115aGfDAxMfkpesrPoDKjUN6/f58xSDQVaOeiFStWgBCiFA5fv34t1Q/28uVLrQa7WCymKEdeXl7Ytm0bQ6D26NFDqVxdunSJUuWEkOI4E9V4i4MHD/LesdOTO06cOMFq0WLL1lbHLVq0UCq69EoVbExXEsPDwyk1pfPy8hgKCiHFitbixYt5CR+unXBAQIAyE/HZs2dqqy6oC5RXfQdDQ0OGYi8SibBjxw7lWNEGIsjX1xdJSUkMV8358+cZbWJTuCUSCTp37owJEyYwsAMFAgEGDBhAcXd+/PhRbc1keua2guRyOZYvX85IKhs1apQyqezcuXOUNhgYGGD27NmYMGEC5RvxUbTYkgx0kQ/aKJR5eXkwMzPT2oKgrXwQCoVwcXFBQEAA+vbti5kzZ2L79u2YM2cOAwT93LlzAIpdZyNHjmSMxeXLl7NaH7WpEa6gBw8eUKzxLi4uePDggVrAdNX2qIKgq9K3b9+wfv16XrLGwsKCEeOYnp5OSQpq2rQpbty4wXuDrW5uW1lZUWKvc3NzMXPmTMbGUyQSadzwenp6YtGiRWjevDnluKOjI/7++2/KO7169YoRO8h2f3phBNUYQXVg5ars7e2NSZMmsZ7r5OTEqBHOlUzF1jbV4gkPHjxAvXr1KOdUrlwZly5dAsBe4jMwMBB//vknJSRKExoAF+uqPyjIx8cHPj4+nL+Xpnygu9d/VyozCuWWLVsoHWxvb6/zvdq2bQsTExP8/fffSuuNTCbDgAEDKBnUJSG6Fc7U1BT169dXuqZV3UAikQjTpk2jLA4NGzbEp0+fMGHCBMp9/P39lQrW9+/fMWrUKNZFIy8vD/Hx8YyJVr16dc6ygSkpKZw1txU8cOBASpylubm5xizE/v37Y+jQobwm+ezZsxlxnIpF4+vXr6yB1QKBAKtXr0bv3r0pxyMjI9G8eXOtLD82NjY4fvy41i5GFxcX9OvXj1JVRk9PDwcOHICPjw/jfEdHR6Snp6Nhw4aM32xtbZGamqq2jq2ZmRmGDx+Oe/fu4eXLlxoztN3d3TFnzhwlQPzt27c5LcWKGuGfPn3izKasUKECtm/fzqqcPHv2jLFIurm54cSJE8pzNm7cSPkuLi4uuHbtGnbv3k1RRFq0aIFPnz6pfTdDQ0PGPNFVPmijUCoKLKxZs0br59D7Xk9PD97e3mjZsiXFNZ2RkcFpkQbYQdA3btyo/P348eMM3NnmzZuzWkzU1QgfNmwYpbiAgjIzMynhJeXKlVNu1BWA6VzJI4QUK8uLFi2CXC7HvXv3MHz4cLWKn5eXF7Zu3crw+HTs2FG5GQSKFWTVeDt/f3/s37+fslEZNGiQTrXHLSws8ObNG6xfv56350nhxqYXr+jTpw8KCgqQlJTEsGJGR0fj69evSE1NZVTa6tWrF168eIE1a9awyhdVHjZsGDIyMtTKE8VG8+TJk5DL5SgqKlKLt6uoEU5flxUsEokYyTyKmMfv379j2bJljM3m6NGjlevvq1evGPG3EyZMwKdPnygyUyaTYdq0aWrfXyAQMKzPJdEfFHPFwcEBQUFBnOeUpnxISUkpSXP/NRIAACkDNH36dDJ+/Hjl/y1atCDp6ek63at69erk4cOHhBBCevfuTZo0aUKOHTtGlixZQjp27Ei2bt1a4va2aNGCHDp0SPl/YGAgady4sfJ/AGT//v3k/PnzhBBC9PT0SHBwMPn7779Jfn4+IYQQBwcH0q1bN/Lo0SPy119/kYKCAkIIISYmJqRz587EwcGBEEJIZmYm2bVrF/n06ZPy/hKJhPz48YPRLjMzM9KuXTty+vRpcvfuXY3vYW1tTdzc3MiFCxeIYqhUrVqVvH79mmRlZRFCCKlVqxaxsLAgly5dorRBE4nFYlK1alUikUiU/SAQCEiHDh2ISCQiu3fvJl+/fuV8J2NjY5KTk8O4r0AgIJGRkaRmzZqEEEIKCgrI06dPycOHD8nDhw/J27dvebeRiyQSCXFzcyMVKlQgFSpUIBYWFuTFixdk3bp1pKioiBBSPAauXbtG3rx5Qwgp/sYCgYD1uyjI29ubhISEkB07dpDMzEzle9atW5fcvHlTeS/6+7JNY4FAQDw9PYmfnx9xd3cnAoGAEELI69evyYYNG0hubi4hhBArKyvi6upKrly5omw7IYQIhUIil8sp9zQ0NCRNmzYltWvXJiKRiPIbAHLt2jWyf/9+5RgmhJDatWuTFi1aEIlEQuRyOTl8+DA5ffq08vfy5cuTjh07kkePHpEdO3Yo36Vy5cokKiqKFBYWksTERNb+MjExIaNGjSIikahU5MOlS5dI7dq1SVJSEunRo4fac9u1a0f27dtH3rx5Q8zMzLR6Dl0+NGvWjDRp0kTr9hJCyLdv30hqaqpyvBBCSP369UlQUBARCoUkPz+fHDp0iFy8eFH5u1QqJWFhYaR69erKcaGgwsJCcunSJXL06FHlGCGEEH19fdKoUSPi7+9P9PT0lMdzcnJIUlISef/+PSGEEJlMRrp3707s7e0JIYTI5XLy6NEjcvHiRXLv3j3Wscolr+zs7EiVKlXIhQsXyJcvXwghhLi6upK2bduS9PR0cvv2beW5RkZGJDIyknh4eBBCCHn+/DlJTk4meXl5hBBC7O3tSbVq1ZT9LhKJSO/evYmjoyP5+PGjUj48fvxY7RzlS7a2tkr54OLiouyzK1eukLS0NGU/VKtWjbRp04bk5OSQv/76izx+/JizX2QyGWndujXx9PRUHgNAXr58SS5cuEBu3rxJCgsLebfRzMyM+Pn5ER8fHyKTyQghxd9r165d5Pr168rz/Pz8yJMnT5TfmBBuuVO5cmXSoEEDsm3bNpKdnc34nf5O5ubmpG3btsTFxYUQQsiLFy9ISkqKUraLxWLSpk0b4u7uTpKTk8nLly8JIcXjMSgoiKSnp3O+s0AgIHXq1CENGzYkc+bMUR4vif5ACCGbN28mXbt2JevWrSO9evViPac05UNiYiKJi4vTub3/Gv0iRVZrolsgOnTooPO9FDvmAQMGUI73798fhBDOZBJtiA1A9j/+j//jn8MdOnRg/K8L8bVQZmdnQyqVIjIyUqfn/Ccf/uP/+N9juoW3JPrD3bt3YWJiAn9/f85KNqUtH+Lj43Vu779JQlJGiL5jlEgkOt/LwMCAEEJIp06dKMc7d+5MCCHk7NmzOt9bQSVp33/0H/1H2hF9vv3s+bdz506Sl5dH/vjjD52u/08+/Ef/0b9H+vr6lP91nX9v3rwhYWFhxNTUlOzYsYPhpVFQacsHVY/P70ziX90AvkTv4JK4JMqVK0du375NbG1tKcdtbGwIIUQrty0X0dvXqlUr0qdPH4Z7iRBCvn//TsaPH08yMjIIIcWumREjRpDZs2crXQy2trYkMTGRWFpakhUrVpDDhw8rr3d2diZv3ryhPNPZ2Zk8e/ZM+b+JiQmJjIwkW7Zs4XQPyGQy8u3bN8oxAwMD0qZNG9K6dWtiYGBALl++TBITE5XPMjExUbqidCFXV1cSGhpKGjduTCQSCUlMTKS45hQkEomInZ2d0t1BSLELWREGIBKJKO5aRX8DIE+ePCFXr14lV69eJbdv39bKJaSOrK2tSY0aNcirV6+UrjcLCwsiEAjIhw8fCCH/993Mzc3Jxo0byZ49eyj3UH0H+vtOnjyZ1KxZkzx+/JgcOHCAHDt2TOm+o5O9vT15+/Ytw0Vta2tLQkJCiJWVFVm0aJHyWdWrVyfx8fFEKpWSBw8ekPXr15ObN28y7mthYUE+fvyo/F8oFJKAgADSpUsXIpVKycqVK8mxY8eUv5uYmJDBgweTevXqKY9dunSJzJ49W+k+NTY2JnFxcaRq1apk+/btZOPGjcpz2ebJ169fSceOHVnf29XVlcydO5dcvXqVcrw0XJbqaMuWLcTU1JSEh4frdD29faGhoaRPnz6lomjevHmTzJgxQzkvZTIZGT16NPH19VWec/r0abJs2TLK3G3atCnp378/MTIyYr3v06dPyYYNGxjzs1q1aqRnz56kYsWK5Pv37yQhIYHcuHGDEFIst4cNG0bevXtH0tPTybt37yjXCoVCUrFiRfLkyRPWb2ZgYEAaN25MQkNDiZubG7l8+TJJSEhQzuH27duTbt26EQDk0KFDZN26deT79+/K61u2bEm6d+9OPn36RMaPH68Md7G0tCQAlGO7SpUqxM7Ojly7dk0ZysNFdFnDRWKxmHh7e5OaNWsSHx8fUr58eSIUUm04165dIwkJCUqFgS4PHBwcyNu3b5XvKxKJSMeOHUlUVBQRi4uX79zcXHLs2DGSnp5Onjx5wtoWLjkjFouJv78/adasGdm5c6dSBujp6ZEJEyaQWrVqke/fv5O0tDSlkqRKMpmM5OXlsfaHSCQif/zxB0lLS6OMMycnJ/LixQulu1xfX5/Y2tpS1qugoCAycOBA8uHDBxIXF6ccN1ZWVmTs2LFk3rx5yvAfDw8PkpeXR7leQVKplLRq1Yq4ubmRGTNmKI/rIh+ys7NJSEgI+fz5Mzl58iQpV64c57mlLR/oCvFvS7/WQMqfEhMTKSbgFi1a6HyvcePGgRCCI0eOUI4fOXIEhBBs2bKlpM1lxRY0NDRElSpV0KpVK4wYMQLLli3DwYMH8eDBA7x69YoSNF2zZk3cvHmTEiBfrlw53L17F3K5HIsXL2ZNrnF3d8epU6cAADt37mTgl7FVRVHU3M7OzkaNGjVYXQZ2dnZYtWoVCgoKGAHv6rhNmzZ4+PChxiQXY2NjDBw4EKmpqYx7e3t748aNG5DL5VizZg0DZkYikeDIkSOMOs7u7u5aZVArODU1Fdu3b9caxkUgEFDw+CpVqoTnz5/j3LlzrNA9pqamyMzMxMyZMxnfsk2bNli3bh0voPQhQ4YAKM4OnDJlikag69DQUHz//p2z5raCV69ezVkjXCKRML5T69at8fbtW+UckMvlmDNnDgVpoGrVqnj8+DHkcjnGjx/PcOuwJfm8fftWYx+olroriXzg4/J+9eqVEnNTV2KTDwqA98aNG6NXr15ITExEamoqLl68iI8fP2p1/8ePH1Oy84VCIebMmUPp3zdv3jAS8BwcHDiLEihIU0Z4bm4uIyOZzo6Ojpg6daoy0/bVq1cay+kpANM3btxISTZUrSP/+PFjBh5ppUqVcO7cOTx//pwyD6VSqVbZwebm5li0aBHy8/OxdetWreWKtbU1OnfujA0bNlAyjP/++29GRrxMJsPatWshl8tx48YNhlz29fVFWloaBg4cqDYhT09PD5s2bUJOTg4DD5SLZTIZjh07hoKCAqxcuZIzea969erIzs7mrBFOlw/W1tbYtWsXAODkyZOsyVpCoRBLliyBXC7H3bt3KXjKFSpUYPSFl5cXXr9+rRERgI7Yoa18+P79Oxo2bAhDQ0OcOXNG7bk/Qz4kJibqfK9/k8qMQlmaWd5XrlwBIQSdO3emHFdUXygpnADAzNLSxEKhEI6OjhQlxtvbG/v27aMomtbW1rh69So2bNjAANzW19dnYGu9ffsWzZo1Uysknz59SjlfHSh4+fLl0axZM164i1OmTFHCMV24cIFxDV9II29vb+WC+ubNG1ZoIEdHR3Ts2JEV0J0uLNX9rqpI3Lx5k7NUpL6+vlpwYqFQiMDAQDRv3pxz0dq9ezcAdvxINmZ7niosk4IKCgqQlpbGCZheqVIlNGnSRC2Q8PTp0yn3VNQIZ8PllEqlWL9+PUVZ+f79O6P0XJs2bZCTkwO5XI7hw4dTfhs3bhz++ecfBqA3X6gX+oLyM7O858+fD0KYG1JtSJeSqWZmZqhVqxbat2+P2NhYrF27FkePHsWzZ89YYc/YlIguXbpQkCzkcjk2btzI+K4DBgxATk4OZ/vVZYQ3adKEE/u0RYsWSEtLY60xzQYTwzbmLSws0LRpU8qxTZs2Ke9TVFSE+fPnU2SpUChEUFAQmjVrplaJFIlEjI2kgYEB4uLiGNWD1q9fXyJZU6VKFXTs2JF1A+jp6UnZnOXn52PChAkaC0KoytRy5cpRwNiLioowefJkyvlsMkAqlSIwMJCR/a7abxUrVqS0LzMzU+1cDQwMpJwPAGlpaayK9MaNG3H16lWKMaRSpUrYt28fBSpPX18fTk5OvNYR+jfXRj4UFhaiZcuWEIvF2L9/v8bzf4Z8KCtZ3mVGoSxNHEoAyjJt7du3x7JlyxAVFQVCCGJjY0vcVjYcqUaNGsHDw0MjxA4Xq058+gSi/7ZgwQLI5XK8evUK/fr107gLr1mzJr59+6Zs/5MnTyj4gNpUaVBMXrYaqZs2bWI939vbWyOmWr169ZCRkUFRJiUSCS8Lg62tLQICAjT2/fz58xltzsrKYi2hpgurLgZDhw4FAOzbt0+jQLS2tmaFJ6lUqRJniTwAWLlyJa92GRkZUcbQ8OHDWS2FJ06c4KwC5Obmhq1bt6KoqAgvX75kWJvGjx+PW7duIS0tDf7+/pzjVxd2dHTE8ePHGce1kQ9LlixBQkICBg4cCEKKld+EhAQkJCQw+rhWrVooV66czti1bPIhLCwMfn5+arFP1bGiVnpYWBiGDh2KhQsXYu/evbh16xYjodHPz4/RN3ygntgoPz8fixcv5qX4CwQCrFq1Su395HI5FixYQJkT9vb2Gsv30Rf7rKwszJs3TycPhYKFQiF69+6tturMvHnz1N5DIpEgMDAQISEhGr06AoGAosxWqlRJ+ewHDx5g1KhRrADpQqGQUbWK7RsraOfOnVoXE1BdA8qVK4cnT54o7/f161dOz5aCRSIR+vfvj1evXkEul2P+/PmUb0yXAep+05bFYrGyYo0u8kFxbUREBGs1HDr9DPnwHw5lKVNpVsoBgB8/fmDy5MlwcXGBnp4eKlSoQHGdlIToSPeEEDRr1gyzZ8/G5cuX8eTJExw5ckRZ7rFdu3bw8fHRWJWFiw0MDBh94+bmxthp29raMgSPgjt06EBRIm7evMmrugOXNTM8PJxVKeEqDciH+ZZrNDQ0RFBQkFbKu7qNxI8fPzBkyBBe9/Hw8FALBK5gX19ftGvXTqsSlKqsrrQl8H+7ZAU3atSIF7Zmx44dGYLw+/fvDJBsqVTK6qIsX748ZbESCoWwtLTUCXhYFdCbnqVJ58qVK5dIPqjDIlRdPO/duwdCCEaMGMH73nRikw/u7u6Ijo5GWloanj17hsuXL+PPP//EzJkz0bdvXwQEBMDFxYW3VV+VBQIBLCwsKNeam5sjKSmJ4krnAqMfOXIkKz6vAoBcnavazMyM4YJm27jR6dChQxQl1cLCAgsXLsQff/zB6R0RiURo27YtfH19NY63atWqqVVSg4KCKGX11JEihEodW1hYYM6cOThy5Aj69eunsZyrgk1MTFjDC9Rx165dNeIpp6enMxQ1urWZjY2NjSn9IpfLORELvL29GRthAwMDBi6qsbExa+lOPmxqagofHx+NVZWkUinjGXzlA3380lmVfoZ8+K9Szk+i0qzl/TOJXouTzra2tujSpQs2btxIKbMll8uRlZWF8+fPIzY2lqJslGSXJhAI4O7ujl69eikXKNVKEgqeOnUq8vPzkZqayjmJXF1deYP5Lly4kNE3hYWFnK5YPT09pKSk4MSJE2jfvj3vd3Z2doavry/lfJFIxHsX3qdPH7W1ixW0Zs0ajUoq3cJkZ2fHu644IcWVKGbPno2nT58q60qzfU+uODe5XI6pU6dSzqdbaQQCASpXrsy6qKkCpgPFLmDVqhSEFLvqpk+fjtjYWDRv3lwjqLo6NjAwgLe3NyIiIjB8+HAsWbIEBw4cwP379ymA3prqIxNCGADPZVU+iEQi1K9fH1OmTMHZs2cp7uH8/Hzcv39fWSt9+PDhiIiIQOXKlVnnNB+mu9ITExNRpUoVyjleXl7KUozqAMhlMhm8vLwYii99DCYkJGiccxkZGZSxJxKJsHjxYrx9+xazZs3irE1PZ6lUijp16jDciOo2KREREbwXcblcziiqoNpm1f/Nzc0px0QiEWrXrs0bXF1R9/3kyZPYsmULQx4p4rY19aumvrO1teUEpG/SpAlSU1ORn5/PcKEr+rtfv36YOXMmevXqBXd3d502lKrvrPhbKBQiNjYW58+fR1ZWlnIMFRYWanwGfT0oK/Lhv1reP4ni4uIYAoFegu5XU25uLsMSpMnSV7VqVYwcORKHDh2ivE9qairrJFEV5AKBAPb29iV2CyhYUyLKpEmT8PbtW9aqC/S26unp4fLly5T+kcvlWLVqFaelxdDQEDVr1uQVo1m9enUkJSUpYwivXr3K2P1q4sjISNZ4Li6ixwWq42HDhuH27dsUhYuPZcLJyUlt/W1VVxi9b8eMGaP23oqa269evdK4iGmyCvJlMzMzivVdJBJh+vTpePnypdpF+/Hjx1i5ciXatm2r0V3o7OzMsBSVFfng6Oiodv6amZmhbdu2WLVqFR4/fsx5b0W4wYkTJ5CUlIQJEyagU6dOJXKl0+c315ioUaMGVq1apYy75KoRrspsNaHplJ2dzUjw8fDwgKOjI69x16dPH2WpxLy8PAwdOpS3cjN+/Hje37WgoIBRBUd1bLIdd3V1xbVr1wAUK0RJSUmM6jJsLJFI4OPjwylLzMzMsHnzZta+vXnzpsb43cqVK+Pdu3eMmt901nUDQ2eRSAR7e3vKd+EKoVAts5mbm4tDhw5h5MiRGr1CAoEALVu2LJPyIS4u7lc3izeVKYUyIyODMVDYYvV+JSUlJbFO0GnTpmHu3LmIiIhQuzjq6+sjMDAQCQkJjMxVQoqD5fPy8lh/U+XSUDAVyipdyKkOeKFQqFYJdXZ2xpcvXwAA796942x3SXawFSpUwIgRI7SOdWzatKlWpTZTU1O1ur+pqanGGC4DAwON53BtKlQXjaKiIkrZRzqr1tx+9OgRxb1lamqKatWq8XbDaWJ1yVeGhoY4fPgwa/9mZ2cjLS0N0dHRWll1FcxmOS8L8sHIyAh9+/bF0qVLMWTIEI316CtUqKB0j2dnZ/N+9ufPn3H58mWkpKSgTp06pfKtFRvAnj17smalc2WEK3jIkCGcm4r8/HwcO3YM48aN06gEWVpacrpNJRIJOnbsiAEDBnBu7m1sbFiP0+uEq6Pv379zena45FuzZs0wYsQIzvHOB2lCYeWkK2Ft27bFu3fvlO27dOkS54ZAX1+fMk/p51WrVg12dnYlktMK1rQ2tWvXDnl5ecpCI/Tfpk6disDAQK1RONiMGGVBPjx48OBXN4s3lSmFEgCCgoIonV27dm1e7sp/g+RyOXx9fTkHtKmpKYYMGYKrV6/i+PHjGD9+PGrXrq3VJBWJRNi3bx9u3LjBuktv3Lgxzp8/jzdv3qB+/fqU37p164bNmzdj7Nix8PHx0XpCsk3QWrVqoUuXLqhbty6n1TE4OBhpaWk6Jfco/vb392fAAqnjChUqqFXU9PX1cffuXd7f9vLly7zifGrWrMl7516pUiW8f/8ecrkc169fx7BhwzR+E/pYadu2LV6/fs0J/2NjY4PIyEits6a52NbWFq1atcKiRYuwevVqSha8WCzG8uXLlRnh9MVbIBBg6NChSld2QUEBzp49iylTpqB+/fpq40ktLCx4udbr1atH+b8syQdCCBo2bIiUlBRkZGRg7dq1aN++vVpLsTr3uCZavnw5ZXEvX748Vq9ejUWLFqF169a8Q1u42NzcHL6+voiKikLr1q0553+nTp1QWFiohIpZtGgRwsPDNYasSKVSDB8+HNevX4dcLsf79+/VWvbp85+ODMAWzmJgYIArV67w7tPPnz+rTVCxtLTUmGBkb2+P+Ph4PHv2DJ8+faJAh2kbQ2ttbY20tDScPHmSVX4JhUL4+/uja9eu8PHx0SlGl96vPj4+GDt2LDZv3oyuXbtSfq9fvz7evHmD8+fPo1GjRozrnZyccPPmTezdu1er+HKBQKBxI0YI01v4u8uH4ODgX90srajMKZRpaWmMQcKWafUriA3+hcs107hxY2zduhX5+fnIysrCn3/+iR49evBaNNUpoKqJRXl5eYzYHi73uI2NDasiVFIBow2LRCJWy0n9+vWVrrSZM2fyupejo6NGRd3V1VWtC1FBb9++5R2vZWVlxalQqi5Yjo6OSlccUGz9VBX4lpaWvBfH0mL6uLC0tISPjw+rYLezs6O8p6WlJY4dO0bpM64EMCsrK/j5+alNQhOLxWjcuDGmTZuGCxcuoLCwECNHjlTbfjMzM/zxxx+M47+zfPD09GRd6K2trTF27Fg8fvwYhYWFuHDhAqZNm4ZGjRqVintcQceOHaO4w6VSKau1TigUwsfHh+E6L61QGwMDA40hFtWqVUOXLl0oG0UDAwOKFfHp06cUmcsV8yyTydC/f3+sXLlS49x2dnZmQN6oo9evX3NaPEUiESdOrFAoRKtWrShWRaAY/qlBgwaM85s1a6bR41WazCYHpFIp68ZDT0+PghRCSHGsumpcND1xULUf+BhZjI2N0aNHD/z555/IyspCfn6+2hh3gUDA6hr/neWDAlqurFCZUygLCgoYsV/m5uaU5JZfQS9fvuS0/rRs2RLt27dnVTRsbGwQGxuLtLQ0RlyihYWFxl26np4eY8erCoL68eNHtW7mkJAQ7NmzB4WFhXjy5AnrO5RWLB2dzc3NUadOHcrO0tbWlqHEOjs7K2ONuNxK+vr6nBZEdULG0dFRmYDCRvn5+QxLL50rV66sleKtp6eHHTt2ACh2VdMBvv39/TF79myKgG3atCnc3d11hp1SfG/VNgwZMgR//vknYmNjKX0nEAgwatQoZTiAJsB0U1NTpKamKnf6L168oIxlY2NjXkkHlSpVwpAhQ7B3715lmERhYSF2796NkJAQ3u9JV3p+d/ng7u6O3r17c8Ylh4SEYPfu3cpY4S9fvmDv3r2l4h6Xy+VITU3lVO7pAOS5ubmMjH9DQ0PExsaWWla66hh1d3dHu3btsGLFCqUr/dWrVwzA//Hjxytd5zt27GBVdLn639fXl1VhU+WGDRtSlCEuevXqFSuoO9e8NTAwYHglLCwsMH/+fOTl5QEArl27xlB6xWIxduzYgYyMDOzduxcxMTGoU6cOLyQHXZjtvmZmZsjMzERhYSH27NmDkJAQTkWwbdu2FESBadOmUX6vWLGiRu+MoaEhYy3y8vLC7t27ERsby6nE05ktUep3lA8uLi6ctcJ/VypzCiUA/PXXX4xBEhER8ctM13K5XGMAuoGBAWJiYjB9+nSNi4BEIsH8+fNRVFSEr1+/Yvjw4VrHt3Xo0AE9e/bkVLL09fWxceNGxrscO3ZMrdVh4sSJiIyMpAiVcePGISQkhPeE5suqE18qlWLgwIGsQOMSiUQJ8Kyub7mEnY2NDa5fv876Xfv27atWwGmyKIeFhXEqQ+3atWMsZOXLly81y6Senh6qVKmC/v37UwCuJRIJ/vnnH62xB3NyctRCaHh7eyM+Pl5rV2nVqlUZcZWvXr1CQkICb8uwKrMB+f/u8oGQ4o3EkiVL0KFDB1YFxMnJCQkJCYzF7+nTp1q7x//++28sXLiQ04pMSLEXhQvc/Pjx44wEuKCgIEaGcV5eHg4cOID+/fvD29u7VCya5ubm8PHxYciChg0bol27dpzzUC6X4+rVq+jfvz/rRt3IyEitnO3fv7/a75yamsrof3WWNi8vLzx79gwfPnzAqFGjGLHH5cuXx4ABAyiKlq4wY1xsY2ODkJAQjB07lrKpiIyMRHx8vNqxpIjJVqUNGzZwKoaGhobo1asXJ8wQF8tkMsTExODr168oLCzE3LlzSxSuxSazf0f58Ndff/2S9pSEyqRCCRRXtaF/gFmzZv2StnC5YR0dHRnuCCsrKyxcuBAHDx5kxIMquFy5cpg2bRrWrFnDsD4KhUKd8Spr165NcQepgqCr0vLlyznvERgYiN27d3NCSvybrCoYzMzMKFVyxGIxZ9UcriSXCxcuUPph6dKlWrXHy8uLEbepmtAkEAhKLfGFztosNIqyn9pUR2EDK69Xr55W2cNisRiNGjVC9+7dGUkIQqEQPXr0QGpqKtq1a8eqeLi4uDAq7HAx3d1GyO8nHyQSCSsqQWRkJE6dOoXExERWy65YLEa7du1w5MgRxtzVxj1OZ0tLS4Y1Xh1Adk5ODgYMGEA539TUFMuXL0dqaip69+6tcUPg5eUFPz+/Ukn2oLOhoSHFQjpmzBhl27Ozs7Fs2TIGPJImXrZsGaMfsrKyGEoS1/uUK1eO8k1cXV1x5MgRnDx5EnPmzOGFYasLa+PZcHNzQ1pamtoKaytWrKD0ARtYuaOjo9YYmqrjiD52PTw8sHbtWkybNo11fhNSvKnhqm6miX8n+UCv4ldWqMwqlFlZWawWseXLl/+r7Vi2bJnaQaqvr49GjRoxJrSFhYXWu01Fze33799T3GO2trYaXYoSiQTNmzfH1KlTGfiGPXr0ULpXgOJMM1XBoKuwNzAwwNKlS3Hp0iVO15eFhYXGRAVtWV9fn7JQCAQCTugOensV1rn//e9/vJ8VFRWFtWvXYtKkSaX6Hubm5ujduzfGjBnD6XaXyWQ4ffo0nj59ylgA+I4vKysr7N27l3OMnzt3jiLADQwMMGbMGERHR2vcWCjKuO3YsUPpxgbAWSOczgKBAOHh4di3bx9evHjBUGC42MjIiDWj93eQD/Tv4u3tzQCVFolEGDBgAF68eIF9+/YhLCyMdR5WqlQJCxYs4Kz1/eXLF+zYsQPNmjXTmCymAFcfM2YMZeNjb2+Pc+fOcb7j3r17eVeksbW1RdeuXZGcnEyxtJ4+fZozvKd+/foYPXp0qbjSTU1NKbXSt27dirVr1yIqKooXVJlAIKCU1Nu7d69Gi7yTkxPl21WpUqXECZH0ttaqVYvT3d2lSxf8+PEDS5Ys0RlAXLX9QqGQkh3NVjKzSZMmSEhIQGBgoEZl1sXFhbKWe3l5ISsri7NGuDoWi8W8cXHZvvfvIB9sbW2RlZX1r7ajtKjMKpQAe4IOIcU7jZ9tvpbL5WoTROiWKD8/P0RERLCeW758eZw/fx5Lly7ldBuXL18eCxcuxKdPnwAADx8+LFFsI114+/v74/nz5xpBkJbewgABAABJREFUl9kmMNtxRalEBfG19qnbFZeEhUIh7O3tWWM0VVkkEmHZsmUalTGZTAZHR0edrcWa2NXVFRkZGRg2bBinQLawsKDgfBYVFWHp0qWci4a695bJZAgPD8fixYtx79495fzZuHEjRfBqqmHOxXTAdLlcjvPnz6NLly6sY0ggECAwMBAZGRn48uULJk2apHW5OK73/dXyYdu2bRg6dCij/7t06cKAx5HJZJg8eTJycnLw5MkTzlgxqVSKHj164Pz588p3UwdALhaL1So1dDgw1RAZ1WzssLAwtd9FLBajefPmmDNnjjIbm4suX77MafHW09PDsGHD8P79exQWFmLNmjUlzkKns6mpKRwdHTWOM7FYjCtXrqBDhw5q+8/W1hb29valmtgoEAjQsWNHZGZm8pLVdFimjIwMRulT1ffSpi0jRozAs2fPGPGs2s5TVba0tMTDhw8BAJ8+fcKiRYs4LY62trZYvnw5zp8/r7NVko1/tXxIS0v7qc/+mVSmFUqAu5ZqRETETwu0ffnyJa+YKLqyoa+vzzlpnZ2dGRYIrqy6atWqse5GhUIhunfvjvPnzyM1NZXyLD47Uz6WSHqb6FYPgUCAxMRERjCxXC6nxF5ysYODA0MAOzg4YPPmzdi3bx+lT0srw/TfYnrfhYWF4c6dO+jVqxej762srBibEtXr7e3tcfv2bdbxmZGRwYiNo+/GNSmF5cqV4wwZoN9H9V5+fn54+vQpVq5cyQnS7OnpybkAsPUD3dJoZGTEK87U0tLyt5MPqmUH//nnH4ZnISgoCKNGjWKEytja2mLFihX48eMHr2pWXLHEqgDkurjHy5UrpxETkj62unTpwmlBpdOtW7co96ffy9DQkKFIKmpu37lzh5EQ06hRI8TGxmrt2v43WCgUMqxpqt/A1NQU+/fvR3JyMsOSL5FINM5PLuD4wsJCTJs2jTHX6LKcz3jgs2aorj0ikQjbtm3D+fPn0a1bN1Zl28LCAtWqVWPd8NDHg0gk4uV90pZ/B/lQFqnMK5QAMGXKFNaPY2ZmhuTk5FLbbcjlciQnJ2vE8lOdJAYGBqy7bhsbG7U7r7Vr1+Lr169ISUnRmIGoOqlVywju3buXMinr16+PefPmISIiQqtdpOr7zJs3Dzt37lRrHe3QoQNrdtrHjx91mvy1atVSZhzfu3eP1c06evRoxncJDg7GuHHjEBUVBR8fH161ybVhhStdVbmRSqUU5a1bt26si9nYsWOVfbR37161z9HX16co0s7OzmrBbq9cuaIWSqRVq1Z4+/YtXr16heTkZHTp0kWrhCoPDw8MGTIEU6dOpSxCjRs3pri15XI5zp49i27duql1JxobG2Po0KG4c+cOnjx5wgr9oxiH0dHRWLFiBS/L8Pr1638r+TBlyhTGNdnZ2QxoL3Nzc6xYsQLR0dGscWS7du1StvnOnTsYOnSo2rEtkUjQvXt3nDt3Tu27qmaPa5MYZm1tTXFjv337llE1xsHBgbNcKJ0ePHhAkROmpqac4yc0NJRSW7qwsBBjx46lnFO/fn28fv0a0dHRlHmakJBQqlnpbGxiYgIfHx9ERUVh3LhxaNGihfI3PT09HDp0CDNnzmQoZm5ubhT0ie/fv2POnDm8ZVhCQgJn/xYWFqp1JZubm2PXrl2YO3eu8phAIOAd+mRoaIiIiAjMmzePggurr6+vDK2hl6vUdO+GDRti69at+Pr1K9auXctpnS5fvrzWyaFc4Rq/g3woa/T/hUIJgNOdTEgxLERSUpLOZZZyc3ORlJSkNtYvMDCQEmCvKW7EwMCAM9bDwMAAcXFxyMjI4AzMp09gVUEYGxurbPv//vc/iqXLwcGBFZ5EHdPL5vXv359VwKsKhejoaNaJePz4cZ1iMrt27Qq5XI4TJ06wKuht2rRh7Gi9vb0RFRVVKoDeXEzfMat+9zZt2uDixYuscDsdO3bEt2/fcOfOHa1w5CpUqICnT59yjtUHDx5oFKi+vr64fv06BVRcm4VUJpOhdu3alHdv0aIFvn37RmlLXl4eUlJS0LBhQ7X3EwqFiIiIwIEDB3DixAkGOLkqa7KOKdjR0RE/fvz4beRDy5Yt1d5j7969jHeLiorCuXPnWGG/6tWrhxMnTuDAgQOIiIjgtSCnpKRQYqVVSRs3NtscaNCgAQVcXbF4apP4pUqZmZm8qiVVqVIF+/fvZ8iaLVu2UDY7Tk5OuHjxIgXtwMDAAO3atUOzZs1Qvnz5n4a5qwB479ChA2JjYynzQSaTsXpurKysKGgLb968QXR0NO829unTh3VTL5fLMXDgQLXX6uvro1+/fpRj2ob2VK5cmSL3ZDIZ/ve//ynboVomVSgUakxWdHFxwfTp05GRkYG4uDjOeGATExOt40SXLl3628uHskL/XyiUbAXquSZ2TEwM9uzZw5m5qKCXL19i9+7diImJ4Y3tNXLkSIqriT75JRIJq6AWCoWoV68er2BiR0dHtGrVSqMLZ9asWbhy5QpmzpwJHx8fXu3nE5ROZzs7O06FaPLkyZQ+/fHjB2t2vir7+flxVtRo1aoVRYnRNcD8VzG9f6tXr86ZrVirVi2GYigQCNC/f3/OgO1Xr15x1jJ3c3PTOvZRkchVrVo1tecZGBigR48e2LZtG7KysvD48WOMHTuW9TtKpVK0aNECAQEBvNrj7e2tUxnGOXPm/HbyQZMFIisrixGXZ2triz179uDMmTMaPRWEFCt3AQEBaNGihUbA9Pfv3yM1NRW9evXSmBxVtWpV3uXuVMHVT506pRU0lWpf9O3bl6Eo29jYsMqzpk2b4uLFi5DL5Xj16hVOnjyJSZMm8U7Q+F1Y9Zvp6elh8eLFmDJlCitaCB11gc6dO3embKoAcCYOymQyTlmkjvmuGb6+vpg1axauXr2KGTNmaBxrrVq14lWv3cjICPXq1dM5/MnIyIiBA8zFv1o+lAUq8wqlqlleW7azs0NwcDDat2+PLl26oH379ggODuZtBeEaFHxAnFXZ0tISW7ZsQWJiIqcruUaNGhRwY0VSQ48ePXiX+lNl+mLetm1b5OTkYPHixZTfNGGz6evro2HDhpwuMgXMRl5eHlq1aqWxXVFRUXjw4AH69u1b4kxIBStc05UrV+blDomOjmaUDKOzRCL5KYuVh4cHtmzZghMnTnC6t0xNTTFr1izKjvnjx4+smIIKlAFNShld+atatSql0orCPU4PwOfLXl5eWLx4sTKpDCgWuqNHj+a0hjVq1Aj79+/X+C3obGRkpHzO7yYf5s2bp1GmseEZ9ujRA/v27eO09spkMowePZqy0H38+BGLFi3S2iNBCHc29uPHjynQNgKBQGNJVXd3dzRq1Igyn+ng+QrKzc3FzJkzOS1iZmZmOHnyJDZv3swqc3TFaTQ2NoaXlxfc3NzUepeqVq2Ke/fuUdznXGxjYwMvLy84OTmVmvVTYT189OgRJ+amKrdu3VpplV6yZAnrOR4eHmjYsKFa5dDQ0JCi1AqFQixZsgRfvnxhWNB1+QYGBgbo2bMnBbqtoKAAaWlpnKUsLSwsMH36dGzZskXnBNWSIIz8KvnwO1OZVijVZXnv2rVLa8WOL7u4uGDXrl2YNWsWr/PZ3FEuLi5auxFq165NKW/37ds3pKenY+DAgRoHsbW1Ndq0acOqpEyZMoWSCfi///2PMkFLmvyyZs0a1rqtmvpIVxaLxQxrDl/8x9DQUMjlcsjlcsTGxmr9bDs7O421erVla2trVoHv6OiIDRs24MuXLxqtiOqYvgC0adOG1S1Jr6Vep04djckcYrEY/v7+WLRoESV7XNfMbT71eocPH/5bywc+WZxcFVfUsWpGOPB/buyFCxeibt26ahd6kUiERo0a8crGzsnJobiOCSnGzly+fLlGcHU6V65cGZcuXUJhYSGSkpIYVimJRIKGDRuWetGEChUqUGQmn8zuxMREZa10uVxOiYdUxxYWFhg2bBgOHz6M9PR09O7du1QTCgUCARo0aMBpZW7cuDFWrVrFeh3fZ6i218LCggKdVFRUxOoFMDExQdu2bTV+O3t7ewwcOBDp6emUsJmjR49qjWNpYmKicYOjicuCfPhdqcwqlHxwKBVl24KDg0tlIAQHB1OshIB6HEp1lkOxWMxp0q9atSpSUlJw+vRpNG3alPG7p6cn/Pz8tHZR29nZMRQrGxsbPHr0iNG/Dx48YG1f+/btKUppaSe6aMOqFg8XFxfUrFmT8juXq4FLkFauXJkRB6jJPUO/r2qsplAoxMKFC/Ht2zdcunQJXbt2LTWrK5/3oY831drYR44cYV2ARowYQdlccPVD27ZtOQHI1bGzszPq1avHmrk9depU3LhxA8OHD2edOxKJRKOyYmFhgY8fP/7W8oEPztzly5fRu3dv1jkulUoxfPhw3Lx5E1OnTmW4Q01NTVGvXj1eLkP6GOECTKcTmxKhAEHXJXtcl3AbTSyVStG1a1dcunQJ3759w4IFCyiWQjMzM9a5Q7cmVq1aVVn6VZW+fv2KypUrazUn6SEpNWvWpCRn/gz5wJdV56SxsTFr4o6Dg4MS1keVHj16xFDkDA0NtbbWSSQS1K1bl9Wq3rRpU5w5cwYpKSmcAPDaJH2yWY3Linz4XanMKpTaVspRBPM2adKEtxJkYmKCJk2aIC4uTm1WLRueFNtgFQqFvHfvgwYNwtevX5XYkJqsmUKhEHXq1EF8fDyOHz+uNsiYEKrAK1euHO7evat8n3fv3nHW/+7Rowf27t1Leb9u3bohPDwcTk5OpVoaTLWNVlZWnDAZUqkUR44cwYMHD3S21FlaWnImu9Atc3xYLBZj0qRJyMvLw/r16znrYKurE15SK4aRkRFq1KiBAQMGYNeuXXjw4IEypurcuXOsmZJmZmbYvHmzUqGQy+WMGCO2MawKQP78+XNl9jgfrMBatWohLS0N+fn5OHPmjE4xk6q8YcOG314+sFXC+PbtG9avX68xNo6QYgvbmTNnkJ+fj127dqFWrVoaNxa2trbo0qULkpOT8fz58xIBpitox44dnCDoP378wIMHD7Br1y4MGDAANWrU0CoBTdOcEAqFGDhwII4cOYLMzEx8/PgR48ePZ8SOOjg4YP369cjLy8PEiRPVzis6gHdsbCxnIhNQXPZSXbUoW1tbThd6tWrV8ODBA/zvf/9jVSTr16+PVatWUTZGqu0TCAQlcqULhUI4OTkhPDwc3bp1oxzfu3cvA6xcwW3btsW7d++UfXD37l2KbNY0DiMiInD8+HHEx8ejTp06Gt/B1NQUI0aMwIsXL/D161cMGjSoRGOIi393+VAWqEwqlLt27WIdpHzT+4uKinD//n2kpKQgMTER8fHxGDNmDOLj45GYmIiUlBTcv3+f1VLDRnK5nFOBMzIy4lQmFFy5cmWcPXuWYY3ks2sXiUSIjIzEkydPKG3Kz8/nLO3IxlZWVrh27RrS0tIYlh36rlomk5XKTtrQ0BC1atWiKB0tWrRgWKeqV6+O58+f4+HDh2qtjlyCTFPGvVgsxsmTJ9V+43Xr1nHeX50AVbd49evXD3K5HGvWrGEo4sHBwcjLy8ObN2+wdu1atGvXjhWrVFsWiUSwtram3MfExITRr23btsXbt28xbNgwtfezsbFBXFwcMjMzOefGhg0beLmP6N9JKpVi8eLFWLBggVal40aPHs049jvKB0WtXnUA5MbGxoiOjsa1a9ewaNEixtzg0y8uLi7YuHEj5/trC5iuSl++fEFqairFOiUUCmFlZVXiuEGBQAAXFxe0a9cOa9euxZs3b5CXl0eJHRSJRNi0aROlTS9evEDv3r0Zz+erSBJSrLCfPXuW1/c9ceKE2nvLZDJOJYRrPjds2FBpyXr+/DkD01UqlSo3FCdPnsSoUaNQu3btUintKpVKGSEAdIg7GxsbpKWl4erVq1qVXw0KCkJ+fj5j/EVGRvIyRtDXxICAAJw9exZeXl6828DW3t9ZPpQlKnMKZUFBAWNxMjc3/2kgpHzp5cuXjAVBIpFwTrYKFSpQJpClpSX8/PzUTiojIyOEhYWhZcuWrFl/ixcvpkzWZ8+eMQRZlSpVOGNMfkY93dLgypUr49WrV5DL5WjZsqXGNgsEAvj5+fEWrqtWreL1jen4dmxcqVIlzmxJ1cW/QYMGym+1cuVKxrlSqRT+/v684Y50SczSxOoUgiZNmmDbtm2MxUGV7t69y8AjJKQ4c7tz584arcnlypVDrVq1eLfX2NgYO3bsKDPywdramlEGVcGqAOSq2diaXIjVqlVD586dWVEgIiMjKdiGdNIEmO7i4oLw8HB06NABdevWLXGsmoJlMhkvxAZF9vjy5cspHhSBQMCYw0VFRVi9ejVnf9nZ2alNVho9erRW35dtDrPJJgMDA87a5UKhkDLnBg0apMxaZ2urh4cHayLev8lca4a1tTXDLW1qaopnz55RxtuiRYsYa6RMJkOrVq0QFham1qItFotRt25drRTatm3bMtziv6t8cHFxYYV++p2pzCmUbIH29B3qr6Lk5GS1g5nutvbw8OCtxLm5uVEy4N6/f4/hw4czLBTu7u7Ytm0bbt++zeo6tLe3R6dOneDl5VXiuCWBQKAx09nW1hZXrlxhFYiaLBiqynWFChUwfPhw3m0zMzPjpWRFR0fz+rYvX77kVa+YT3UZsViMyZMnIysrC/Pnz9eqT9jGy7Jly5CXl4eFCxeyCue2bdti8ODBJco+VLClpSUCAgIwYsQILFu2DAcPHqS40gHg9evXGDBgAGNz5Onpid27dystAQUFBRgzZgxvSxaf89gyWcuKfJBKpejevTtOnjyJf/75B3FxcfD19eVdwWrMmDGUpJHdu3cz5p2iRvjr16+V7VK4pg8ePIhly5ZhxIgRCAgI0Gqh5mI7OzsMHjwYbdq0YVi9rKyssGjRIuTn5yM3NxcjR45kuHTV3Zu+WZ4/fz6ysrIwZ84cXmETmmByFixYoNX35VNn3sDAQKtkzJiYGEohB01WPLY54unpiStXrmic/8bGxiW2KkskEnh5eaFz586s/VuxYkXcuXMHqampjAIVenp6GD58ON6/f6/s0/Pnz3NCoenC7u7ujGO/s3zYvXv3r26WVlTmFEq6G7d27do/ve4mX5LL5QwYAoFAgMjISMyYMQPDhg3jFUNZu3ZtbN26FfHx8RSFUSwWIyEhQbloAMXB0B07diy1CUcXTq6urujWrRuWLl2K9PR0nD59Wi3wNH3yKlyhb9++ZZ3MUqlUo2VWE0ulUixYsAD9+/dnvQ/XvWUyGd6+favxuxYWFiIgIEDrdlWoUAHLly9n4PCp9i+f+5QrV47TmjJ9+nRKWz9//ozY2Fi1ZdREIhFmz56N8+fPIyUlBZMmTULjxo1LlGAlEolQvnx5uLm5Mdx/NjY2WL16NWXc3r17l5HBWa1aNWzfvh1xcXFaQTIJBAJIJBL4+fmVOflASPEiO3bsWEyfPl0jqLi+vr6yNvaff/7JsPLWrl2bEg9dUFCAVatWMWJZxWIxXF1d4ezsXCIlwsTEBI0bN8bkyZORkpKC8+fPY/bs2ZQxQB8PisINnz9/ZvTR8ePHGQpE5cqVER4ezkt2simh9vb2mDBhApYtW8YqgxTjl+24NspGfn4+J5oFV0x9//79sW7dOgQGBur8DcRiMfz8/FjDkNzd3ZUyLjMzk/P96ezv74/Tp08jPT0dS5cuRbdu3eDq6loq8Eds36hjx46U5NCCggIkJCRQxo5EIsHEiRORmprKK86Y3kempqaMxM3fXT4EBwf/6mZpRWVKoczIyGAMlA0bNvzqZlEoKSmJ0UZNcU4VKlRgYG117twZubm5uH79OiN+xtnZGX/88QfCwsLg6empczwjfWKru0/jxo2RmpqK/Px8vHnzhjPLTsGVK1dmgL8+efJEo1WAr2IpFAopC2+DBg3w119/8bIiqnK9evUYmd10mjZtmk792759e+zcuZPyTpqUNgV8C58FZvjw4ZzC8Pnz56w1wkUiEWbNmgW5XK4WgFxVENP7XZe+sLa2Rt26ddG5c2cEBQVR5oRAIMD48eOV8WCq7TEwMEBkZKRGK4WpqSlu3brFOF4W5IOmxKVq1aph1KhROHz4MKNaR35+PuLi4ijfRU9PD0FBQejcuXOJXNN6enrw8PBASEgIBg8ejJiYGAQGBrJa/lUB0+VyOWbNmsWYywKBAL1798aLFy/U9lFOTg7D2mdqaooNGzbg/PnzvLPHra2t0b9/f9y/fx9AMTIIV7IhV5yjWCzG/v37eX/fO3fu8JbH1tbWynvn5uZi3bp1qFWrlkYZ6OzsjLZt22q0OJYrV44RW//y5UuN8YbVqlXD27dvkZ+fj61bt3KGQBDCXDN0lQ/6+vrw9PREWFgYunbtynBL16hRAzdu3MC3b98YCXc1a9bkZZFmi60uC/JBXULP70ZlSqGMi4ujdLSFhYXO5ZCOHj3KOfD4BmOzUW5urlpkfEU2Nj0BZ/jw4QzcQ0tLS9StW1djUg8frlSpErp3784q7AwNDbFs2TJ8//6dU+Aq2MjIiJcrec+ePaz9c/PmTc64QLFYjDFjxpQKRpuxsTGvDGNCirEn6RUlFHTq1ClOIUlvp0AgKDEGpbGxMQYOHIijR4+iTp06nOd16dJFbdC3XC7HnDlzOK/X5M40MDDA4cOH8fTpUzRr1ozym4uLCxYvXozVq1ejTZs2Jc7cNTAwQNWqVVG9enVKXzs7OyvhWviAOPfs2ZPyP1/5kJOTg4kTJyI4OFg5d5OSkljPLSoqwvLly1G9enVIpVJYWFigadOmrLAybKRJPhBCzcZWje1ic00rqmaVNEnO2NgYkZGRWL16Nf755x88ffqUM35LHWC6QCDgHFtCoRBz5szhbRE6ePAgI4QkMjIS//zzDwYMGKAVhqm9vT0jptrLy4sRu8m2+TcwMMCpU6c0tvfatWsak89sbW0Z1vdy5cppFX5Ut25dbNiwAQsXLuSUlWZmZpQa56q0Z88ejc+QSqUa53W7du3w/ft3LF26lDUGVlFDXpu68Fzs6OjIGi8ZFxfHOxSKnnTGVz5cuHABgwYNQuXKlWFoaAgnJydERUUpNyqq9DPkQ1xcHK9rfwcqUwolfacUExOj870UCuXQoUOxadMmCqvGcOhCMTExlHbq6+ujb9++2LZtG27cuIGjR49i7dq1JXJzqAppV1dXRlxOYGAgQxjr6+szduEODg7IyMhQtr2goIBSmUQgEHAqZkKhkNNSaW1tzQnDs2/fPp12snwVF4lEwlldgYvZFLQPHz5oHXdoZWWlVcxP27ZttXbfVK1alVMBBoDv37+jS5culGv8/Pw4rcNisZjiTjQ2NqZkvRcVFTEWDYFAwBovGhERge3btyMlJQUJCQno2bMnGjVqpHMtdZFIBFdXV7XKg0wmQ1hYmM7y4cmTJyCkWIFVJMlwKZTdu3eHWCxGr169sGbNGixcuBDdu3fH4cOHeT0LYMoHgUCgdGOfOXMGV65cwY4dOzBr1iz069cPzZo1g6urq85hIWZmZmjYsCF69uyJadOmYevWrdi+fTtrZmm9evVw+vRpXu8hl8tx9OhRdOjQgdMLY29vz9gYdenShVEhh4s+fvzIGMtsXKdOHQbYujquVKkSpk6dit27d6Nnz54a5ZE6BQ0Atm/fzjsJsHr16rwVSF02a0KhkNOqmpmZyWmxrlq1Kmc/0NeAbt26UUJYMjIyGIYPU1NTxkanXLlyjA2qmZlZqbnT2VgsFqNcuXKMNYGvfFBYg4cMGYI1a9YgISEBtra2kMlkjDHxM+RDkyZNeF/7q6nMKJRFRUWMnR2XFYwPKRTK7du3l2Iri2n37t2MAV2pUqUSWRHc3NzQuXNnjB07lhEnpurWlMlk2LVrF4Di3c6MGTM0ulnnz59PaX9RURGvAHNNXLNmTYY7+caNGwwICj7cqlUrZGVlUSrglCbmJSEEw4YNo+Av8oFdqlatGurVq8crcUJ10RUKhdi4caOyXy5fvoxu3brxfqdhw4ZRBLqCXr58yVBQK1euzBsyxcLCAhcvXmQd1xkZGZyKeoMGDVgt+y9fvkRoaCjlXGtrawwaNAiDBw9GYGBgiWuyGxkZ4erVqzrLh7y8PGWSysWLF0EIu0K5bds2EEKU80tXossHPT091KlTR2fXtEQiQaVKlZSu6ejoaIY1JjQ0lLX+MFeNcE0Z4QrKyspCTEyM2rAekUjEAABXgKBrogcPHmDUqFGsipVIJEL37t1x5coV5fkbNmxguP819Z+ZmRmaN2+uMYzH1taW4UIuKirCxIkTNT6Db/KlatsbNGiADx8+UJAS+Cpdrq6uuHHjBqWtX79+ZYRP6cIDBgxgbL7nzZun9hpjY2PMnDlTaRHcuXMnZZNI75/mzZtj7Nix6NSpEyN5Rxfu0aOHzvLh9OnTDDSLjIwM6Ovr448//lAe+1nywcTEhDcE0a+mMqNQ3r9/nzFI+AgkLlJVKL98+cK6OOtKL1++1Gqw0yeTt7c3Vq5cyQjQjYmJUbbz6NGjDPO/gYEB/ve//1Hacvv2bV5CJDk5mXLdtWvXWBW/xo0bIzo6mjVWkU1oRkVFKZW0Xbt2qRUi6nj8+PEAioUiWzkuvpZEkUikVmmbNGkSAHawWVXmuzmQSCQMy4VQKMSWLVso/c3m3tPEgYGB+PDhg/Ie586do1ghuSCVQkJC0K9fP4ZrRSAQYPjw4axuIEXmNtuCJhKJMHnyZIrVVC6XIyUlhfGMPn36IDs7G0Bx+IOqNVcsFmP06NFYs2YNxo0bh6ioKPj4+PDKimWL89JFPqhTKOvUqQM/Pz8AxYrE169ftb4/oL18IKTY2uPj44OoqCiMGzcOa9asUeuazs7ORu/evSn3MDc3R0pKCsPlrE1GuIK4am5bWlqiX79+CAkJ4Rx/ir9VQdBVqaCgALt27eK1oXNwcMChQ4co12/evJkxTg0NDTFkyBAMHjxYY/lOdXPbwcFBmeSSk5ODVq1a6SRnCClG+Zg4cSKrPPPz81OOr+/fv6stgMDVvzKZTIllKJfLNYYzKdjKygrR0dGsCUbly5dnuG83btyo8Z41a9bEnTt3KNf9/fffjM2klZUVjh49qhwHdHe2r68vVq9eXSpwSSXRHwDAx8cHPj4+yv9/pnxgc6//jlRmFMotW7ZQOtje3r5E91MolIqdr0gkQpMmTTitM9oSXcHR09ODt7c3WrZsiZiYGGXWdEZGBvLz85GWlkZxg4SEhCA7OxvR0dGU+zRv3hzv3r1jmMXpi0ZhYSHmzZtHEY5CoZBzIgqFQuzbtw/Pnj1D9+7dOZW92NhYVoGtjseNG4dJkybxEoZTpkxhtUYIhUL8/fffiIuLY0002bp1Kyv+oC6Cpm/fvlpfY2FhgfDwcIZrd+HChayLQaVKlXDu3Dnk5OSgf//+lN9MTU2xZs0aVixBOru4uOD27dvYsGGDWmsMHYD88ePHnPFeihrhhYWFnDW3LS0tGaUbfX19cfv2bbx//x5RUVGU3+zs7LBv3z7l/EhLS6N8Z1tbW05Xa35+vto+0NPTYwTc6yofuBTK7OxsCAQCDBo0CLGxscq2u7q6Ytu2bVo/h20D5ODggEaNGlFc0xcuXEBWVpbOmah79+5lPCsqKoo1rEeREU4/X7VGOFfNbbbMbXWA6QqWSCTKxIgXL15g8uTJrDHjEokEnTt3xokTJ7Bx40aGIjtgwADk5OTg7NmzrDF7DRo0oCzwmZmZWLNmjda1xwkpdttevXpVp1rPdCPAyJEjsXXrVoY8FQqFykS19PR0xjcxNjbmJVMJIZgyZQrGjBnDu40ikQhbtmxhxPQrWCAQoEePHnj27Bmjapoqe3t7U5RqfX19zJs3D4WFhdiyZQunfB4xYgTevn3LQMcYPHgwsrOzERISQhkXaWlpGsOG6JulkuoPcrkcDg4OCAoKAvDz5UNKSkqJ2vtvkQAASBmg6dOnk/Hjxyv/b9GiBUlPT9f5fmfOnCHz588noaGhxMrKity5c4fMnTuXfPv2jZw5c4bUrFmzRO1t0aIFOXTokPL/8PBwEhwcrPaau3fvkjVr1pCCggJCCCEVK1Yk/fr1I5cvXyZ//vknkcvlhBBC9PT0lOcQQoi3tzd5/vw5+fLli/KYTCYj3759U/5va2tLunbtSlxcXMizZ89IWloaefDgAaMNQqFQ+RxCCDE3Nyeurq7kypUrrG2uXbs2adGiBTl79iw5d+4c+fr1q9p3VCWBQECqVq1KxGIx6/0FAgFRHZ70/w0NDUlubq7G50ilUhIWFkZevXpF7t27Rz59+sS7jVwkFAqJm5sb8fT0JJ6ensTJyYm8fv2azJ07lxQWFlLOU/SnSCQihBBSVFSkfB+pVEq+f/+uPN/T05N07NiRbN++ndy+fVv5nnXr1iXXr18nHz580KqdFSpUIA0bNiTVqlUjYrGYEELI27dvyZIlS0h2djYhhBAzMzPi6upKrl27RulfU1NTkp+fT/Ly8pTHJBIJad68OWnatCkRiUTk0KFD5PDhw5R3FIvFJD8/X3lNrVq1SFRUFJHJZAQAOXz4MNm3b5/ydycnJ9K3b19ibm7O+g7fv38nY8aMYf3NysqKTJ48mWRnZ5eKfLh06RKpXbs2SUpKIj169FAev3r1KvHx8SGWlpZELBaTSZMmEVNTU7Jo0SJy8eJFcuDAAdKiRQvez6HLh5CQEBIaGqp1e/nQt2/fyJ9//kmZY8bGxqRTp06katWqjPPz8/PJ0aNHyf/+9z/KdzQwMCB6enoUOSMQCEjdunVJaGgoMTMzY31+YWEhuX79Ojl16hR5+PAh6zlGRkasssPS0pI0aNCA1K1blxgZGSmPf/r0iaSkpJB79+5R2qc6l4RCIREIBMr55ubmRgYMGEAMDAwoz5DL5eT58+fk3r175N69e+Tx48cUGagrmZubE09PT+Lg4ED279+vbFulSpXI/fv3Wa+hyzS6HKfLQAX5+PiQwsJCcvPmTdbfucjIyIj4+/uTunXrkoMHD5KLFy+ynufj40OePHlCkZ0ikUjZt6pUsWJF0rp1a+Ls7EwyMzPJ5s2bydu3bznfydjYmDg7OyvlHSHUNU4oFJL27duTWrVqkVWrVinHkJ6eHunbty/x8vIiM2fOJC9fvmS0RSQSkaZNm5I6deqQxMRE5fGS6g+bN28mXbt2JevWrSO9evX66fIhMTGRxMXF6dzef41+nS6rHU2YMIGisXfo0KHUn/HgwQMYGBiUCvZT+/bttd69/sf/8X+sG3fu3Jnyv67ygctCeeLECeW9Vd20OTk5sLKyQv369f+TD//xf/ybMt0yXBL94e7duzAxMYG/v78y3ORny4f4+Hid2/tvkpCUEfrx4wflf4lEUurPqFChAmnVqhU5evQo685LG/oZ7fuP/qP/iJ1As8qU9vxTWLVcXV1JnTp1lMeNjIxIREQEuXDhAsUyrYn+kw//0X/075HCO6QgXeffmzdvSFhYGDE1NSU7duxQ3vdnywdVT8HvTOJf3QC+RO9guoJZWuTk5ER+/PhBvn37RkxMTHS+D719ERERpEOHDryvf/bsGZk5cybFvaQgumunYsWK5MWLF5RjlpaWFPeopaUl6du3L6lSpQq5ffs22bp1K8nMzKTcVyKRMNptbGxMXFxcyK1bt5THVN0utWrVIi1btiTHjx8np0+f1nrge3p6ErFYrLw/l0uHjfT19ZXPU3edvr4+CQkJIS9fviS3b9/m5SbnQ87OzqRKlSrk9evX5OrVq4SQ4v6SSqXk/fv3hBBCxGKxUpDQwwlEIhExNjYmnz9/ZtxbIBCQoUOHktq1a5N3796Rf/75hxw/fpzk5OSwnsv17s7OzqRZs2bEysqKLFmyROm+dnd3J2PGjCEymYy8evWKbNu2jVy+fJlyrZ2dHcnLy6O0TywWk+bNm5OWLVsSiURCUlNTyd9//638XSKREIlEQnFfuru7kzdv3ijdXFKplAwaNIh3WMm3b99I//79WX9zcHAgs2fPJnfv3qUcL235UK5cOUJIcegInWxsbEhBQQH59u0bMTU15XU/evtatGhB/vjjDyIQCEreWA0EgJw4cYJs2rSJEs7QvHlz0rFjR/Ljxw+ye/du8vfff1M21mZmZsTAwIC8fv2acj9fX1/Svn17ZR/R6fv37+TMmTPkyJEj5NmzZ4zf7e3tybt371g38SYmJqRx48akadOmxMbGRnn89evXZOXKleTRo0fKY6ampuTr16/K+wiFQtKqVSvSqlUr8ubNGzJjxgxlmIednR2JjY0llpaW5MePH+T+/fvk5s2b5MaNG+TFixd8ulEjGRoaEm9vb1K1alVSpUoVYm1tTVatWkVOnTpFOU9VLqjKNEKK3eafP39mnd+q875q1arK99CGpFIpqVevHmnUqBHZs2cPZ2hTlSpVyJMnTyiuakLY14zy5cuTjh07KteaVatWkY8fPyp/p69NhoaGpFy5cpRwCPoapyATExMybtw44uzsTDkeFxfHOrYkEgkJDQ0lHh4eZPbs2crjusiH7OxsEhISQj5//kxOnjxJGe8/Wz7o6+tr3d5fQr/OOKodJSYmUkzALVq0+CnPadu2LaRSaYnT9IODgxlmd3t7ezRo0ADdu3fH1KlTsWXLFpw7dw7v379nDbq/evUqIwuuRYsWyMnJwdSpU1lN+/b29jhw4ADkcjnWr1/PgEqgVyAghCAoKAhXr17F+/fvNQJzz5w5E3v37uWd5RwQEICrV6/yAiEWCASYOnUqo81ubm44c+YMZyKSWCzGrl27GO+mK/ahr68vr8oLbO1XbbuzszNu3brFwF0jhMDHxwe3bt1CXl4eYmNjGYlGHTp0wF9//YUWLVqozYavXLkyHj9+jLS0NN44eI0bN8aXL1941dzmqhFuZGTEONa0aVNkZmbiy5cv6NevH+uz3d3dcfv2ba3mUm5urtr3EQqFjPKjusoHdVnednZ2cHJyYhzv2rWr1jKDTT4YGhqiSpUqaNWqldpa6aVFT548YRRYsLKyUltzW5uM8OvXr2PAgAGsSXbm5uYYMWKEMnv18ePHDGgh+twKCQlBWloaFixYQJGLQqEQsbGxyMvLw61bt+Dj48M61x48eECREebm5qhXr55WcG5CoRBr1qzB8uXLtZYPFSpUYJTKdHFxwa5duxiwXhKJBHPnzkVhYSFOnz7NwLY1NjbGlClTeCFlyGQyXLt2jVUOsbFEIsHevXs1Il1UrFgRWVlZuHLlCmt5Wbo8NjExQVJSEuRyOfbv38+Jiztt2jR8+fIFLVq0oBw3MDBgBQiXy+WsmfKqTH+WtvLh+/fvaNiwIQwNDXHmzBnWc36mfEhMTNSqvb+KyoxCWdpZ3u/evWMcu3btGvT09NCyZcsS3Rtgz+JUxyYmJqhZsybatm2LMWPGYObMmazKnZOTE+7fv4+0tDRGpqNUKsXBgwcp7cjMzOSsvV2jRg0G4OqzZ88Y2buqXK1aNURFRbHWWqZn+6nCHB07doy1FBufvvH19UVOTg7y8/MZtVgVzAdahpDiTEN1z7WyssKXL1/w6dMntUqlpmpBIpEIrVu3RocOHVgxIFevXq3s87/++otXX9D7t02bNsjJyVHe5+bNmxTMNq571q5dG5GRkQwF1M7OjlFzW0FcNcIJKc6yXrhwIUVg/vjxgxU4OyIignXuffnyBVevXsWOHTswe/Zs9O/fH4GBgbwBvenjorSzvAFg2LBhIIRQ5sz79+9hYmKC0NBQrZ6jrXwQCoUoX748mjVrhn79+mHWrFnYsWMHrl69ii9fvuj0rkAxvMmCBQtYEQKkUilnzW11GeGRkZGcVZ4UVV7YoKlycnIY4OSa5kXFihUZ+Kc/fvzApEmTGBnGHTt2RKtWrdSOJ4FAwDm3bW1tcf78eeVzFixYoPZ78VVU2WRX9erV8enTJwDFc4OuJKtrP70dx48fV34z+qacLUPb2NgY7du3V4vL6eTkhGfPnlH6/dChQ5wQdfXq1WMUukhPT2f0tampKXbv3o379+8zkAQIKUbHmDVrFsaOHYt27dqhZs2aGnGW2Vgb+VBYWIiWLVtqLMP5M+VDWcnyLjMKZWnjUDZt2hShoaGYNm0aVq9ejeHDh8PQ0BCmpqYMvCxtiQ1HqkaNGmrhMzSxqhBUV19ZIpFg/fr1AIBPnz5hzJgxrFUZBAIBxo4di7y8PEb7b9y4oVUpMDpLJBLWBVnbXb3qezVv3hwvXrzQWIeWj5BV97zLly8r2/vq1Su1yrW2z6AvMEuWLMHRo0c19rW5uTkDSmXy5MmsO96srCwEBARo1T+GhoaYOnWqRty0q1evcmL4VatWDenp6ZDL5cjKymJYvlTZxMQEHTp0wB9//FGiWtMKtrKywuHDhxnHtZEPS5YsQUJCAgYOHAhCipX1hIQEJCQkKBWqN2/ewN7eXgnZMn/+fHh4eHBaTriITT40atQIHh4evIC42VhRK/2PP/7AxIkTsWHDBpw8eRKvXr3ihBySy+VIT0/nVBw8PT1x9epVte/y9etXTJ06VWMlo379+lEAyLmoqKgIkydPplzv6OjICjEjFAoRGRmJI0eOMN4xNzcXS5Ys4QUJJBQK0ahRI7X4lFxA7PHx8WrvLZPJEBgYyHuMq37/mjVr4sWLF5SKatpWk1mxYgWjzUlJSSWW73TQdKC4QMCYMWNYZaFUKsXYsWOVSvL69espbaC/l+oaV9ICFgqYI13lg0JRjIiIYFTV27Rpk/K8nykf/sOhLGUq7Uo5ixYtgp+fHywsLCAWi2Fvb48uXbqUSiF2OtI9IcUl9lavXo1bt27h2rVr2Llzp06WGDa2trZm7HJr1KjBOGZiYsLATqtSpQpl0cjLy+ME62WbqHQFTywWU/AG6UTHXNSG+e74DQwM0KBBA62F74IFCxjtffDggVYbAUdHR62UXm3baGhoiB07dqgdfz9+/GC4t0xNTVnB6BUcFBSEv/76i9U6WVBQgISEBIqQV1R/ot+nevXqlEVcIBDAwcFB5wVMAeitzgItFovh7+9fIvmgDlNQtTrKo0ePEBkZCRMTExgYGCAgIAAXLlzg/RyAXT7UqlULcXFxOHLkCDIyMnDkyBGsXr1aaYnhC/DONWborvQlS5bA39+fca6npyfjOyckJHCOC00A5La2tti8ebPWOJo7duzgHcJBSLHlatSoUZg8eTICAwM1ygovLy9WCxgbd+3albNUpFwuZ2AFq2OBQIAGDRrwrg5VkupqAwYM4Ozfffv2MQwT2sit1q1bU4wRV65cYeDmuri4MKyH5ubmjGpbpqamOm8qRSIR3NzcOC3iCjYzM2P0OV/5wFY0QZVV6WfIh/8q5fwkKs1a3j+TuGL9FOzh4YHBgwdjz549SndVQUEBhg4dSjnP0dERoaGh8Pb2Vls6j48Q8/DwwNChQ7F8+XL07t2bshNWLBrZ2dmssTCqzKa80rlSpUp4/vw5a9+cPHmSU4nS09PD+vXrsWfPHo2xg5pYX19fqxjKsLAwzkXvypUrvN0qdEuimZkZvLy8eL+LlZUVxo8fjxs3bqBhw4aU34RCIWbNmqVx/C1evFjjc5ycnFitYQ4ODpg8eTJevHgBoBgigx6f5OHhgXnz5mHWrFkIDw9nDX/Qhi0tLdGoUSP06NEDCQkJSElJwfnz5ymA3vQYSTamuwXLqnyQyWQIDw/HokWLcPfuXUo50KysLJw/f15ZK71Hjx5o2LCh1lWW6GxiYoLw8HDMmjULc+fOZYTb1K5dG3fv3gWgHoBcT0+P1aqvTY1wBc2aNYshKxo2bIjr168jNjZW7QZJlQUCATw9PRnygKv9qvNt7ty5GpXhwsJCVhgotjlvbm5eIiWRkOL4v71792LdunWcFm2hUIhTp06xtvf58+es4O+qzEfJCwoKQnZ2NmOzqaenhz59+mDlypUYOnQoPDw8SiTLxWIxvL29ERISwtgEDB8+HAUFBSgoKNB4H7oVvazIh/9qef8kiouLo3S0hYUFayzOr6Tc3FyGe0adAFFYV9zd3SnHo6Oj8ePHD5w6dYrxm+rOXSgU6px8Qmc+FtJ58+bh/fv3rFVcVIV/+fLl8ejRI0rf3Llzh5HIQWczMzMEBARofCeBQEARUs7Ozjh69CjrIqGJy5Urx1o5RJWOHj2q9ULQp08fZYzj06dP0a9fP43vT0ix+7hWrVqcv3fs2BFZWVms7ZwxY4bGbzx79mwAwNu3bzFz5kxGwL/iPCcnJ60tqFxj3MPDAyEhIRg0aBA6derEsD5FR0czXO5ZWVlITU1F7969NS5uNjY2GDduHOVYWZEPmt7NyckJvXv3xrZt2zi/OwB8+/YNt27dwu7du7FgwQIMHjwYISEhJXKl08eEo6Mjq3Lg5uaGWbNmKeNjS1IjPCsrSy1OZ61atXhVkVKUgVTE7uXk5DDKUXKxqakp0tPTeX/XvLw8imuaDzs4OODo0aMUC6+BgYFG5YuvjLS0tGSEbz169IhSUpftWVWrVsX79+8xZ84cXmNC9X9dFUczMzOKrKHLhwoVKuD06dP48eMHwyJcoUIF1K1bV+Mz6Ek+ZUU+xMXF/epm8aYypVBmZGQwBomibNfvQklJSYw2+vv7Y8aMGZg8eTIaNmyo0dro4+ODZcuWoX///pQJamhoiGXLliEnJ4cihNgW/dJQBIRCIZydnRkJD3SljUsRdXBwUFo1nj17ptaKUhrt5Uo+0iTkjh07xuvb0jc0mtjOzg6TJk3CwIEDdQocV7C9vT0jzo1eylAul2P8+PGc91BVhgUCAUaOHIn09HQsW7YMMTExqFu3boktjVzjwdTUFLNmzaII76dPnzLc8m5ubliyZAni4uLg6+ur1eIkEAhYFeOyIB+sra0RExODhQsXomvXrrC1tVX7nr6+voiLi8OxY8eQn5+v9nmKmtv08WdgYIAaNWqgZs2aOrvSCSlO4PD390dMTAwjK11dRvjAgQPx5s0bRnvZSkVWqVJFowXW0NAQrq6urK5kExMTREdHY+LEibyToRYvXqz1t83JyeHMNuYay+3atcPEiRNLZLVUN08cHR2VyTN37tzhzKymy1+6JbBmzZqltsFku4fqOwQHByMnJwdLly5lZPP3798fy5Yt452kpMpsYTdlQT6URhjev0VlSqEEwIjXqV27ts51bkub5HI5fH19OQd0uXLlMHHiRNy5cwe7d+9GWFgY70XT09OTEtT+4MEDVteSInM7MzOTknEnEAjQq1cvLFu2DIMHD0b16tU1ZirzEQz169dHv379OAWpmZkZjh49yju5hUvwVKtWjRMqiY3t7e15KXHVqlXjNX7u3LnDS+GqWLEi71hYJycnzJs3jzIGNAls+njp3bs3Pn/+rEwmYev/Nm3aoEePHiVKClOwjY0NQkNDMXXqVCxevJjiGhUIBJgxYwY+ffrEmhGuWiMcKHYVTpgwgZf1TCqV8oqpo28qypJ8EAqFaNmyJQ4cOICrV69i7ty5CAoKUjtPudzj2tTcprvSp06ditDQ0BInEbq6uqJZs2bo06cP2rRpw7CoqdYIz87ORq9evdSOdbYxMWDAABw/flypWH/9+hVr165Va+FX3FsdRJpIJKIkXPCle/fuqVUOjY2NOZU6Np46dSplM6lLnL2LiwuOHj3KuXGoXbs2+vfvj3r16pVYYZRKpahevToGDx6MZcuWoWfPnpTfa9SogadPn3JmhDs7O1MUqCtXrjA2JOq+qaZz6GvC7y4fSqNq379JZU6hTEtLYwwSXSb+z6Dk5GRG29jcWSKRiIG55uDggBYtWqhdPBTu8QYNGrAuwgKBAGvXrlW25+vXr2jXrh3lnAoVKnAuzHRhUpK4F11YLBazurJ8fHzw4cMHAMU4oXzu5eXlxTvudO7cuWq/68ePHzXicyrYycmJU3Cr7pCtra2RkZEBANi6dSuj72UyGcLCwngp4qX1nej3kclkFBgi+jhSxRc0NjbG3r17Kf32/Plz9OzZk3FfZ2dnBAcHa0yKqFixIkaNGoXDhw8jNzcXI0eOVHu+qakpa4LE7ywfuDYgrq6umDlzJt69e4fc3FwcPnwYo0aNYuAYso2/4OBgxrgRCoXo3bu3MjaWjb58+YIVK1ZwQr+4ubkx4tBKY+xJJBJec9XZ2RlhYWGUjZ2pqSkOHDjA+j7r1q3jVIrNzc01jj+BQIBVq1bx/r6vXr1Si6WpeFeubHJ6X7Zr1w4A8OHDB1aLXJUqVUqcAa0ts8ESsZ1nZGTEgF2LioqihLWsXbuWdfzo6+ujYcOG8Pf3VzsupFIpLzmiymwbjd9ZPuzevftXN0srKnMKZUFBASMj09zcHK9evfql7Xr58iVrTIuenh7atWuHsLAwzslXpUoV/P3334zdiUwm0yhoxWIxw9W3dOlSZbu+ffvGwHZjY0dHR2RkZODo0aOM/tVmR60Nm5iYwM/Pj6K0uLi4MN7Zw8MDGRkZuHXrllaZn6rfQN3vQqGQgd+poMLCQlYQak2CVsFsLjgFEDtQvCtli1Vq3LgxPn/+jIyMDKxZswZRUVFwc3Mr8QJiamoKNzc3Sh/LZDJGv/bp0wfZ2dkAiq0uMTExrNAtiu/4119/sfZffn4+1q9fz4gDZmMjIyPKHBGLxZg8eTKOHDmCTp068X53erLG7ywfCCm2kvfo0YM1/lcikaBTp044ceKE0pLy+vVrbNq0SaN7XMEVKlRAUlISp3tcGwDy7OxsRhyiqakpxo8fj1WrVpUYH1CVFRm8UVFRWLNmDTIyMvDjxw88fvyYYrUTCoWYM2eOsn/u37/PKvO4MqsFAoHa8Tl//nyN3zczM1PtPbhkkFgs5hzXRkZGuHXrFjIyMhgbWj09PYoipch0LmmfczE9VKB8+fI4evQoMjIyeCl0bdu2pYS8LF26lHE/TXJaJBIxNjS1a9fG4cOHecXUqt6HPsZ/R/ng4uKi9OaUFSpzCiVQDARNHyQRERG/zHQtl8sRHh6udhCbmZlhyJAhvGJ4hEIh4uPjkZ+fj0+fPmHEiBFax7cNHToUI0aM4MRhU1WA3N3dkZmZqXyf7Oxs9OnTh/W6IUOGUDLBra2tER8fj7CwsBJnmrL1g+JvY2NjzgVZX18fS5YsKZGyZWJiorQYqpI6q5g695BIJMLUqVOVoLj038ViMfr378+AaCpNq7DC/TRw4EAcOHCAkjV969YtSnC+gumxmaqUnZ2tttpGvXr1kJycjGvXrmHRokUICwvjVSGpZs2ayupON27cYMCKaMuhoaGMY7+7fCCEICQkBAsXLuTcwFSpUgVLly5VKvqKe+/fv58T8F+VVd3j165dQ3JyMmfcsToAcoA91jEqKoqS3KZwpe/fvx8DBw4slTAbhSu9cePGjPHbqlUr9OvXjyEHKlWqhLS0NCXGJZecsLCw4GxfQkIC5/jJyMjQKaSnSpUqePr0Kf755x9ON7mFhQVlDpVGDKOCFZBe4eHhiI+Pp2zEAgMDGagjCu7bty8FTF+TMq36LiNHjlTiOvJlY2NjjBgxAp8+fUJ+fj7i4+NLJOvZ1tLfUT5wbdJ/ZyqTCiUAdOrUifEB+ECq/AziKlHl4uLCKSgkEglnbEiFChWwbNky7N69m9XVUbduXYSGhmqd3V2xYkXGNfb29qwArzdu3GB1F0VFReHEiROsysi/zapWNVtbW0YGNV9YEQW7urpSYss2btzIeS6b4icUChkWI7oCVlLIEG3aQ+dq1aph5MiROHToELZv384ajtGvXz9WzEE2sPIqVapobTGuVq0awsPDGcqIRCLBiBEjcOTIEfTs2ZPVMi+TydC1a1dez2Fb4H8n+dC5c2ccPHiQ4cIWCoXo1asXTp48idGjR7OiAshkMvTt2xf//PMPYmJiGMkGdnZ2iIiI0OgeZ7svXwByoHhMdOjQgXIPW1tbbN++HYcOHcLIkSPVVltRHbts1tGSskwmQ48ePXDs2DG8ePGCAULu6OjIal3jmktjx45lKB23bt1ilZNc97C1taUohR4eHpTrdfHAlDa7urri+PHjjHApRfvZQM1fvnzJ8GSZmpryDhVSsJmZGUJCQlhxJX18fLBnzx4sW7aMMxTH09OTlyxkO+d3kw9lkcqsQpmVlcU6kZcvX/6vtmPZsmVqB66RkRHrpLK1tdV6t66oua2gwsJCnDt3DqNGjWKt0a3KxsbGCAgIYH2maolEANi1axdlV1zSDMQdO3ZwWmjs7OxYAZZ/FTdo0ACFhYU4e/Ysb2uhqivY3Nxcpzrg6gSelZUV/P39Wa0TEokEhw4dwt27d+Hn50f5ja81g66QBAYGKmNWgeKSjqphFWKxGGPGjEFcXJxGa6JEIkHjxo2xYcMGSp1nrhrhmpivJah27dq/rXywtbVVwv8UFhZiw4YNjPeSSqWIjY3FmzdvsHnzZtSvX1/jO1tZWWHx4sUU1/br16+xYcMGNG7cWC24vEAgQM2aNXlnj6vS1q1beWeK08dk7dq1ce/ePc6McKFQiMaNG2Pw4MGl5konpDjGeuHChdi/fz9Wr16N0NBQXvN9wIABSpDpS5cu8WoLfYz7+vqWqFIN27fz9/fnDH+IiIjAzp07S2TdVF0DZDIZxXpWUFCA4cOHM65RAHtr8q45Oztj1KhROHfuHMXFy1UjXB0bGBjwHotsa+HvJh/KGpVZhRJgT9AhpHin8bPN13K5nNMyqRjYfCdBuXLlcOjQISxYsIATk87LywsbN25UVmwoKirCwYMH0apVK50EBd1l0Lx5c2RlZWHKlCmU40ZGRhpr36p7TnJyMoBiocPHukRXikqTBQIBL6tl69atNQp8AwMDlC9fnhOXT1cuX748kpOTcfXqVY34hEZGRjh58qRyTBYUFGDatGkM0PomTZpohOExNjamjCN3d3fcvn0baWlplM2FRCJRO7aFQiHrc+iA6UBxbObAgQNZNywCgQABAQE4e/Yshg4dqlUfC4VC3Llz57eVD2lpaYzzc3NzMWvWLMZiaGlpiUWLFiE/Px9XrlxB06ZNOUvbRUdHUzAe1QGQCwQCtfOaK3tcQa9evUJycjK6dOmiMY7T19cXTZo0oTxPT08P06ZNY1jD1dUIV2SEFxUVITk5WW11I21ZgbHp4uKiUXZHRETg8OHDGmP+7Ozs4Obm9tPiGvnIym7duin7WJ3HRTEm1M0puhV56tSpyMrKYih9urijRSIRWrdujUOHDikV9tzcXGzcuJHTk2dtbY0FCxbg8OHDpRpu9TvKh7JCZVqhBIB58+ZxTvqfFWj78uVLXjFRdLednp4e5+Lp7e3NUGK4Ki00bNiQ1VIjEokQGRmJQ4cOYfXq1VorOnwEAf2e6naf9GD2oqIiDBgwQO39PTw8OBORevXqRRH2pbnL/zeY/l6NGzfGmTNnEBkZyTjX3d1d7UJkYWGBixcvso7Pq1evMlyN9EWfz9jgu1GpXr06JRtbE2C6n58fZyYxnZ2dnXklnqjymDFjflv5oCnBIysrCyNGjGB1Y/O1ztaoUQN+fn6s308VgFyb7HFHR0e0aNEC4eHhGkv00ccW/ftVrVqVd41wuhJjYWHB6u5s06YNzpw5g0aNGnHOOaFQWKKKY/8Gq353qVTKgFJSfS9N1W5UrakK4poPhDBlOR8ZoYvyuHr1ahw6dAitW7dmHaPOzs5o2LAha0gXvU36+voaM+vVcVRUFOvx31U+/O5U5hVKAAyrmoLNzMyQnJxcarsNuVyO5ORkztjFKVOmYN++fbzigUxMTDghLUxNTTF37ly8ffsWy5cv1xiHZG9vj0mTJjHKHaakpDAmbIUKFVC/fn2tBGulSpUwZMgQ7N27F9nZ2Vi/fr3Gdxw3bhxnH2oqPcfG/fv3B1DsBmGzuPTu3Vttm2Qy2U+B2DAxMYGPjw+ioqLQv39/RhJKWFgYa8D6wIED8ePHD2W/nD59mjNBgs4WFhascUyqlJeXh9jYWFaB3bRpUzx58gT37t3D4sWLER4ezit5RsE2Njbo2rUrNm3aRHFj06moqAjp6elo2bKlWuVUIpGgW7duOHv2LK5fv86aVKM6ftW1zdDQEJ8+faK043eSD3zpyZMn+OOPPzjfMzw8HDdv3sTZs2fRrVs3tWEpAoEArVr9P/beO6qp7HsfPikk9CpVmqCCIqgoKIIdARVUUOw4FmxgxwqKXcfeC/pRREVlrDj2KeqoY+8FQQewYcMGFpCQ5/2DlXxzW3IDOMrvnb3WXgtubm7OPWWffXZ5dmccO3ZMbU1gbbPHVddWWFgYVq5cifv37yMnJ4cRb6tox5QpUyg1oDXRy5cvERsbyymv6CUdi4uLWQ+tNWvWxP379yGTyZCbm8uolV5ZrnQ6C4VCuLi4oF27dhg6dCgjvMfAwIBVabSzs1PGsg4ZMkTr3x03bhznvJ40aZLa7xoaGiI5ORkfPnzAr7/+ipEjR3JCHbGxSCRCs2bNGKFeQqEQO3bsoLTlyZMnSExM1Igk4unpiXXr1uHVq1dYtGgRp1vbysqKt8vb1NQUpaWlVVI+/KgkJP8PUGJiIgkLC2Ncf//+PenXrx/x9fUlW7ZsIV++fCnX8798+UK2bNlCfH19Sb9+/cj79+8Z93Tq1IkkJiYSQgiRy+UanykUCgkAzs8Vn6FM6Vf7LIFAoPEeVZLL5bzaqNoW1XbwaVNlk0AgUPvbfNqkzTtrQ6r9Q28D19jQ79WmT/mON9cz6X2p7Xgqfl/Td/g+n/48PutC3bPo9KPJBz6kqc/ofatN//J9pjbEJiO42lGe52orr/i2tSLvzIdU+57tPdjmq7rr/xbRZX15+kYbGcX3XtXvVOR3Cfm/Pq6K8uGHJS0V0B+SZsyYwetEYmZmhrFjx+LgwYOsmc2q9OzZM6Snp6vF36NzYGAgxSRPP1WLxWLORBwPDw+GlYHN5WBqaooWLVqwJuEo4lCOHTuGpKQk3idK1e9ruqeiLu+hQ4eqfb6bm5tal7dq/1V1l3eLFi1w7tw5dOnShXGvq6ur2pO2mZkZLl26xDp3r1+/zsBlo8eklTcTko1Vs8cVLu/58+ezIgEIhUI0adKENzSQo6Mj73J5ClZ1ef9I8oGPBSI/P58zc1tT4p2CGzZsiCZNmvACTOebja0ovBAWFgYPDw+t5k15XN6FhYWYOXMmw+vAlfQWHh6Ov//+G82bN+dcc0Kh8F8HAteWVcddT09Prctbk9XwR3R5CwQCbNiwQW38v4ODA1q0aMG6ruhtkkgkGuejOt64cWOVkg8/OlV5hXLx4sXlnkw2NjYIDg5G9+7d0bdvX3Tv3h3BwcFab2BsXJ6knKVLl6pNytm6dSslKUddHIq2giAoKAhv3rxhlDf8/2NSTufOnTVmtqsm5VTmJuXk5IRt27bh+vXrGttqZGTESMqZPXs2ZRMViUTKpBx1zzI2NqaMZc2aNXH37l2kp6dTNnWpVKoWnUBdUs7MmTMpgvj+/fuIiYlhfZ4iKefChQsYMWKEVn2oSMr5EeXDkiVLWOWYouY2/RChmrmtKSknNjZWCUAOlCXlzJw5kzMpR53cMDQ0pLix6W4/vu5xgUCARo0aoVWrVpR5KRaLMXv2bNaknPXr17Mm5cycOfObJuU4OjrC2dmZV1LOb7/9pvFAq0jK0RZDmC/zkZVRUVGVkpQjFosZyv3s2bPx5s2bSkvKCQ8Px4kTJyhJOVu3buWM2bW0tMTSpUtx/PjxchffUIerq4n/TflQVahKK5Tqsjj37dtXqQJHlZ2cnLBv3z4sWLBA471GRkaVBhvUrl07ysm+pKQE58+fR1xcnMaAfSMjI7Rt25ZVWI4bN+6bwQYJhULs3btXI2zQv13mkYsVsEEXLlzgbbGlwwZpi72miS0sLDjr7KrCBtGVxsqCDbpz5w4lEUJHRwcTJ05EQkICvL291Y6dAjYoOTmZARu0bNkyTuB9LuabmNKsWbMfVj6oZnFqqrn94sULbNu2jVd8rWpGuILy8vKQnJysETaIkDLLZkJCAqU2Nh/auXMn7/hD+pz09fVVZpEfOHCAEzYoNjYWXbt2RYMGDSoNNmjFihU4cuQINmzYgJCQEK1hg65evcorXo8OG+Tj41Pp3hU/Pz9ORSY0NBS7d++ukIxV3QMMDQ0ZsEFscfF6enpo27atxvFSwAadP3+esg9du3YNgYGBWrVTV1eXNz5zq1atWK//SPKhqlGVVSj54FDKZDKkp6fzKp3Hh4ODg5Genk7BylKHQ+nk5MQpOKRSKafLwtXVFWvXrsXBgwcZwOYCgQBNmzZFSEhIuYDN6Yvbzs6OE9iczfIQGRmJM2fO/AdszgFsThfqqidggUDwzYDN+bBqNvbu3btZ1486YPM2bdpQ7vXw8NDKEk9ImXu8Y8eOjLklkUgQFxeHkydPYuDAgayQLAYGBujbty+v3wkNDf1h5YO1tTVev36No0ePMlzNiprbZ86cwfjx4zmBzYcMGYI///yTNSPc1tYWHTt21KocneK5gwcP1grYvHv37ox32717N+/sccW60CYpTJv36d+/P06fPo28vDxMnz6d8rm9vT0r3AyX4jV58mRWYHM2Ocn1DCsrK8pntWrVonz/RwA2d3Z2xpkzZziBzW/fvs2YC2zA5qamplpj8pqamiIkJITV+tqoUSMcPHgQa9eu5XwuF8QQnYVCIas38EeRD//hUP7LpG2lnKysLMTHx6NVq1a8T7jGxsZo1aoV4uPj8eDBA85ns+FJsdULHTVqFC/TvEgkwtSpUytUenH06NGIi4vjZQFycXFBTk6O8n3Y6vUqeOTIkZRTY7Vq1TBt2jSEhoaievXqlWppVH2WoaEh57soSi9W5LeNjIxYSy+OGzdOrVBSN4YzZ86ETCZDWFgY43NF6UW2+MnKYtXSi4cPH8br16+VG+Lt27dZY/LUlV58//69WheRv78/tm3bhlu3bmmVPV7ZpRdHjRqFnj17Mq7/SPKBTQnp2LEjli9fjqCgINbfq1evHtasWVPu0ouqbuybN29i27ZtnIDpTZo0QXJyslalF7t3707ZCOVyOV6/fl3ppRddXFzQpk0bBixVly5dMHToUEasspubG/bv36+x9KKFhQXngW/OnDmc4/vgwQPe8a2q7OHhgUePHuHkyZOcv2tqakqR/d+y9KKqgtWuXTvOUJPo6GjKHMzJyeGsXKPK5ubmGD9+PGdJRy6ml16cOnVqhfqhWrVqrOVwfyT58F+lnH+R9u3bxxgAbWpxlpaWIjMzEzt27MDcuXMxbdo0TJw4EdOmTcPcuXOxY8cOZGZmqoXYUCW5XM6qNBBSpux069YN7du351wEnp6e+O233xguSwMDA40LR0dHh2EtXL16tbJtnz59QkREhMbJb29vj8zMTPz5558MU39541P4LDhfX1+KMHJ0dGRYp2rXro2srCzcuXOnXCXaNAEQCwQCHDt2jHVsZTJZhU6obBY8sVisdBnJ5XIsXryYMc4tWrTA+/fv8eDBA/zvf/9DZGQkatSoUeF4TWNjY7i4uFCeo6+vz+jXQYMGKTeN+/fvY8yYMZwWcWNjY866s8XFxdi8eTOvWr+GhoaMpLaZM2fi5MmT6N27t8ZxVDBbreAfVT4QUmY5/umnn1hjHSUSCXr37o0zZ84o268NqDghZfGwycnJnG7smzdvYvjw4axrS5GIoABM//DhAyNRxMTEBAkJCUhKSsLEiRMrzTWtUB4jIyOxceNGPHjwAF+/fkV2djbFsisUCrF48WJl/2RmZqJr16681qLi++rm57JlyzSOcW5urlprHNfcFYvFnGtaX18fd+/eRVZWFgNzUiwWU+S0i4sLfH19vxmIOn0PcHJywsmTJ5GZmck6b+nctWtXyuFk9erVlM+dnZ01QtmJRCLGAdXHxwe///67VtZ4Ns/Vjygf/qvl/S9QSUkJQ+ExMzP7ZiCkfOnZs2eMDVcikbDGfAmFQnh4eFA2T3t7ewQFBak9wYvFYjRr1gzNmzfnBEjftGmTsk0fP35kCNaaNWtyWo3oSs2/HdcoEolYM/YaNWqkjOmjvw9XG+vUqcM7Tmnx4sVqx/bt27e84yIdHBw4FS/V9lhaWioTKNjwQg0NDdGhQwdeMYOVNU705xgYGLCCkyvmkarlxMjICAcPHqT02+PHj9G/f3/Gcx0dHRESEqLx3WrVqkXJHldnLSakTLFdv359lZEPIpEIjRs35gVAzjcbWwFATu8DRY1wOlatKhUUFGD9+vWcoPM1atRguGQrY+7p6OjwOiw4ODigQ4cOFMXXxMQER48eZX2f//3vf5wKt6mpqcb5JxAIkJSUxHuM8/LyNIJsi8VijcDwCu7WrRsA4M2bN6xWew8Pj38dqJ0+3lwGDwMDA4aCHRkZiY8fPyr7a9OmTazzRyKRoEWLFmjWrJna99PV1UVwcDAvhVbBHTt2ZMQr/6jywcnJieIerwpU5RRKtkD7bdu2fe9mAQC2bt2qdjLb2dlh+vTpyrJwHTp04G26d3d3p8Q2PXjwgFUgNmjQACdOnEBubi5jYxg4cCBWr16N2NhYeHl5VTieTygUIiAgAEOHDoWPjw/rPSYmJjh58mS5XEKqfePl5cUJQMvGtra2vE7rnp6evE6m9+7d4xV2ULNmTd6brKOjIyMLWdN8oD9b4X6KiYlhvd/U1BQRERHo37+/1hVn2NjKygodOnTAzJkzsWLFCorlRCAQYN68eXj79i0mT57MOBw5ODggJSVFKSRlMhmmTp3KS5mQSqW84stWrlzJuFZV5INQKETnzp1x9OhRXLt2DYsWLUK7du3UrlOubGxNNcJVY4UVrukLFy4gNTUVM2fORIcOHTgLL/BhhXWxXbt2GDJkCCIiIhgbpmrmNluYjaZ1pKuri6FDh1Jqj3/8+BEbN25Eo0aNNLZPnUVRJBKVa97cv39f7XgZGxtrlQU8a9YshjVW27FwdHTEqVOnOA+6Pj4+GDp0KPz9/SvsUleE2YwYMQKrV6/GwIEDKePYoEED5Obm4vjx46wHF0dHR4p7+Nq1a1qBqmtiNkv0jywf0tPTv3eztKIqp1DS44t8fHy+ed1NviSXy1nhWQIDAzF//nxMnz4dAQEBGt2W3t7eWLt2LYYNG0ZZ4Pr6+li9ejUKCwsp/cAmBCoj1kYoFMLR0ZERn0U/EXL9lp2dHTIyMgCUWavoJ0NVrgxLB1c8mKYatadOneI1vvHx8Vq1x8bGBjNmzEBMTEyFXFF2dnYMl46trS0OHz5MmXtTp07lfAZ9kxs/fjyOHTuGtWvXYuzYsfDz86s0eBP6fDA2NsbChQspLq9Hjx4x4jFdXFywZs0aJCQkwMfHR6s5IRAI4O7uzoAwqQrywdbWFmPHjsWyZcs0urEFAgF8fHx4Z2Nz1QjX09ND/fr14eXlVaG5aWRkBD8/P4wbNw5r167F8ePH8fDhQ3z9+pUzc1skEiEmJgYvXrxgtJctNtPT01Nj2I0CxovNw2NsbIzY2FhMnz6dtzK3atUqrce3oKCA82DNNZcjIyORmJhYYSQNrs+qV6+Ox48fAwAyMjI4a17T9yS6jPf29oajo2Ol7SvqrgUHB6OwsBCrVq2ihCkIhUIMGzYMa9eu1XhgYGNdXV2Ghf9Hlw/BwcHfu1laUZVSKLOyshiTZMuWLd+7WRRKTk5mFbpck1wsFsPPz49xWlaU5jt37hzjVKVqqREKhVpne3MJOT7xeYsXL8arV69YY1ZUn1ejRg1kZ2dT+iYjI4M1a1WVTU1N0bZtW43vJBAIKL/n6OiIkydPauX+UBWer1+/Vjuu6gLnuXjQoEEoLCwEUKZADRkyROP7E1K2garDjezVqxcF1keV5s+fr/bZIpEIixYtAgC1AOQCgQAODg6VgrGpo6ODWrVqISQkBDExMejZsycjni02NpbiDgPKsojT0tIQHR3Nic+qYCsrK9y7d49xvSrIB03hFA4ODoiOjsYvv/yiNvvz06dPuH37Ng4cOIClS5ciNjYWISEhqFWrVqW4RoVCIeecUAVMB4C///6b9YAXERGhjMfkovz8fPTo0YOzHT4+Pryyxy0sLDBkyBA8evQIQJnCxwUUTmcTExMcOXKE97gWFRVpDXFTvXp1nDx5knII0tPT06i0mZqaok2bNhplpIWFhfJAr6B//vmHst7ZfsvT0xOvX7/mheFaWRi8JiYmDOOJ6uc1a9bEuXPn8PXrVwwfPpzxGR9YLTYPV1WQD+oSen40qlIKJd1CZG5uzpmFqC3NmTMHhJTFpVSEPn/+rBEZX7U2dkFBAYCy2NAxY8ZQ7lPEQ9WtW7dCG4JAIEDt2rUxevRorFu3DoMGDaI8T0dHB3PmzMGHDx8YFh46W1lZabRouLm5ccZqnT17llNg6ujoIDk5uVKgGqRSKe8KBYSUxdZwnVSvXbvGOxmIrtCamprCzc2Nt7XN0tIS8fHxuHnzJqPqh1AoxMKFCzXOQTa3L50dHBxY5xQdgDwjI4MB4VG7dm0sWbIECxcuRGhoaIUtmxYWFmjevDl++uknzJo1C6mpqbhw4QIlK50ta5vO/fv3p/zPVz4UFhYiMTERwcHByjmTnJzMuO+nn37inO98iY984HJj013Ts2bNwk8//YSAgIAKJ84ZGxsjLCwMCxcuxJIlSxhKrgIvElAPmK6jo8PqifD396fU3OZDCxYsYMiK5s2b4+bNm5g8eTKvwxkhZfLPzc2NYaVla6dq+IVQKMSiRYs0WrBkMhkiIyN5tcXU1LRC1kiBQICQkBAcPHgQ//vf/zj3BaFQiLNnz7K298mTJ4wkH7b5oOkQFxQUhA8fPmDOnDmM/SQ6Ohrr16/H6NGjUbt27Qp5oMRiMerWrYuQkBDGmI0ZMwYymQwlJSUan0MP4eArHy5duoTY2FjUrVsX+vr6cHBwQGRkJKWIAPDt5EN8fDzv739vqlIKZcuWLSkdPXbs2Ep57pMnT6Cvrw8DA4MKK5QAGCCvYrFYmal4584dXL9+HXv27MGCBQswZMgQtG3bFs7OzuV2J1haWjKEZcOGDRkT09jYmBHLSC+DVlRUhM6dO/P+bXqAuVgs5oSdAaCx9KI65iuI9fT04O/vr7UQY8vmfPDggUbBqsr29va8g+4J0f6Er6+vjz179qidf1+/fmVgRpqYmKjdgIODg3HgwAFWDMqSkhLMmTOHstmKxWLWTal+/fqULEoFNEl5N1FjY2M0bNhQLYC0jo4OmjVrVm75kJOTA0LKrNwKsGMuhVIqlWLbtm0UpicjaSI2EGiFG/vPP/9EZmYmfv/9d0rWdMOGDcvtmtbX14enpye6dOmCuLg4rF27FqtXr2a16tBLnyoOm1zzYv/+/WoPf1ZWVkhNTdXarbh7926tMBnd3NwwceJEzJw5E+3atdMIT1SnTh3e3oy+ffsqK5TRSS6XMyxm6lgoFKJZs2a84ZMqonwOGzaMs38PHTrEUEbd3d15y8wuXbqgqKhI+bzr168z3MmOjo6Mw6aJiQkjhMrExKTc8d0ikQg1atTgDDUg5P+KT9Dbx1c+dO3aFTY2Nhg5ciQ2btyI2bNnw9raGgYGBhRMzm8lH1q1aqXV978nVRmFsrS0lDE5tR0oLurRowfatGmDli1bVopCmZ6eTmmnjo4OmjRpopViwrZwFH/TBYGqIiqRSJSb4bt37zBp0iTO0naTJ0+mCAUF3bx5s0KVHCQSCTZv3sx47tq1a7V6jup7BQUF4enTpxqzKCvCIpEIV69eVbY3Ly+Pd2UWPkzfHFatWsXLlW5mZsY4mU+fPp0VliI/Px+tW7fWql2qyRHq6Pr165zAwV5eXjh27BjkcjkrCLoqGxkZoUePHujbty/8/PwqlPxBSJmlITMzs9zyoaioSFnF5/LlyyCEW6E0MDDg9Ux1xCYfgoODUatWLd7QSHS2srKCn58f+vbti+nTpyMlJQVnz57F8+fPOZU5uVyOY8eOcbqP3d3dedfcVqf8aQOYXlpaisTERMr3q1evzureFQgECA8Px59//sl4x8+fP2P16tW8cHiFQiFatGihFhTb19eXtQDEtGnTNK6ttm3b8pL9AoGAItsbNmyIp0+fUlzp2hod1q1bx2jz5s2bKyTfpVIpbt68yXhuUVERJk6cyKqUSqVSTJ48Ge/evWNtA/296GU6KyIfBAIBxowZU275cO7cOUasclZWFqRSKfr06aO89q3kg7GxMW8Iou9NVUahzMzMZEwUTQXa+dDp06chEolw69atSlMonz17pvWkNzExgbe3N7p164ZJkyZhwYIFrNlt9vb2yMrKwoEDBxhWG11dXQaeYm5uLvz8/Fh/U5ERrkqakme8vLzQo0cPVjcn3do2ZswYpWXj1KlT5YYlatSoEQoLC1FcXMwJes2nBJpCsKn7XUtLSxQUFODdu3dqsek0WRhEIhG6dOmCnj17sgrvDRs2KPt8//79vDYKervDw8MpSuDt27cpMD9c7+nj44OIiAgGfJSNjQ2SkpJYrVHv3r3D5MmTWZVfiUSCZcuWUYTe169fWbHVwsLClHF2qlRQUIAbN25g7969WLRoEYYNG4Z27doxMDO5mE2JLo984KNQymQyCrCztlQe+aCwxAQGBmLo0KFYuHAh9u7dixs3bijDZspDpaWlWLp0Kasiy5YRriCumtv6+vro2rUrmjZtyvoe6gDTCwsLER4erpWMqFWrFv7++2/Kc4qLi5GYmEiZNxKJBL169UKXLl00zieutW1tbY0LFy4of2fp0qVq1ypf6yKbsly/fn2l8lVYWMg7CYUtLl6RdMgWVsUmdxQHPnUQVQ4ODspkHwVxZW4TUlYKNTc3l3L/sWPHGH1tYmKC9PR0ZGVlsR7m3dzcsHDhQkyePBmRkZHw9vbmLfsrQz6okre3N7y9vZX/f0v5QHev/6hUZRTK1NRUSgfb2tpW+JkymQxeXl4YOnQoAFSaQgmANZvQzs4OzZs3R//+/TF79mzs2LEDFy9eRH5+PqsV4fr164zkhfbt2+PDhw+cEDq2trbKqiObNm1iKH5s9UkVNcJfv36tsVTWzz//jIMHD/I+4bZt2xbXr1/n5b4SCASYNWsWI17RxcUFf//9N6urkJCyEyxb7dXyCprGjRvzAuJma79qfzs6OuLu3bus1WW8vb1x584dFBUVYfLkyYyNoEePHjhw4ADat2+vdlOtW7cusrOzceDAAd4uwpYtW6KgoADPnz/H8OHDGRusu7s7Dhw4ALlczllz28DAgAEQ3Lp1a+Tm5qKgoACDBw9m/W1XV1fcvXtXq7X0+fNnte8jFAoZ1TfKKx80KZQCgUDZz2ZmZoiJidFo2WUjNvnA5ppWzZqubMrJyWHUM7awsGCsPwsLCyxfvhzFxcVqM7eHDx9OydzWBjA9OztbrfdBIBCgQ4cOSE9Px/LlyxnZvwpvy+3btxku1UaNGuHOnTsMJcXMzAwBAQFaVe8RiURISkpSW3KXi2vWrMmwBjs5OWHv3r2MNSiVSrFo0SLIZDKcO3eOgQdrZGSEmTNn8jqUGxgY4Pr162q9BvTf/vXXX1kruKhy7dq1kZ+fz1lzmy6PjYyMsHnzZmV1J66439mzZ6OgoAAhISGM9XHjxg3GPJbL5Wpd3mxtqaj+IJfLUb16dQQFBSmvfUv5sGPHjgq1998iAQCQKkDz5s0jCQkJyv9DQkLI0aNHK/TMNWvWkISEBPLgwQNiaWlJWrVqRfLz88mdO3cq2lwSEhJCjh8/rvw/IiKCRERE8P7+48ePyfz580lhYSHjMz09PfLlyxfl/zVr1iR5eXnk8+fPymsWFhbkzZs3yv/Nzc3J0KFDiYeHB7lz5w7ZtWsXyc3NVX4uEAiIjo4O+fr1K+W3DAwMiIuLC7l9+zZrO729vUnnzp3JX3/9Rc6dO0eKiop4vyMhhLi7uxMdHR3l8wUCAWGbkmzXpVIpKS4uJoQQIhQKiVwuZ/0NiURCOnbsSJ49e0bu3LlD6aeKkIODA/H09CTPnz8n169fJ4QQYmxsTKRSKXn9+jUhhBCxWExkMpnyHQghyvcQi8XEwMCAfPjwgfFsgUBARo0aRXx8fMirV6/IyZMnyenTp0lBQQHrvVzL2NHRkQQGBhILCwuyatUq5fi4urqSiRMnEgMDA5KXl0d++eUXcuXKFcp3bW1tyZcvX8j79++V10QiEQkODiadOnUiYrGY/PLLL+TEiRPKzyUSCZFIJOTjx4/Ka66uruTVq1fKuayrq0tiYmKIt7e3mt79P/r8+TMZMmQI62fVq1cnCxYsII8ePaoU+XDlyhXi4+NDkpOTSf/+/SmfTZkyhQAg3t7eRC6Xk2PHjpGUlBTi7+9PTp06RcRiMe/focuHsLAw0r17d+Uc+ZYEgJw+fZps376dsl6DgoJIjx49yNevX8nBgwfJb7/9ppy7hBBiZmZGpFIpefHiBeV5jRs3Jj169CC2trasv/flyxfy999/kz/++IM8fvyY8bmtrS15+fIl6/o1NjYmLVu2JK1btyZWVlbK68+fPyfr168n//zzj/KaiYkJKSwsVD5HKBSSLl26kE6dOpEXL16Q+fPnK9eajY0NmTJlCrGwsCBfv34lmZmZ5Pbt2+TOnTusbSwP6evrk3r16hFPT09Sr149Uq1aNZKUlETOnj1LuU91/arKNELK5Pbbt29Zn6/6PU9PTyKTyUhGRoZWbZRKpcTf35+0bNmSHDx4kFy9epXxbMXzc3NzGfuRRCJh7BnOzs6kV69eyr1m48aNlL2Ivjfp6ekRe3t78uDBA8o11T1OQcbGxmTy5MnE0dGRcj0+Pp513CQSCenQoQOpX78+mTlzpvJ6RfWH7du3k6ioKLJp0yYycOBAQsi3lQ9z584l8fHx5W7vv0bfR4/VnugYez169KjQ8/Lz82Fubk6pklKZFsru3btrfYL9j//j/7h83K9fP8r/5ZUP6iyUbDR37lwQQrBz506tfuc/+fAf/8f/HtOTfiqiP2RkZMDY2Bh+fn4aK9lUlnyYNm1audv7b5KQVBGin4IkEkmFnjd16lRibm5ORo4cWaHncFFF2/cf/Uf/EX+iW8b/rfU3duxYIhQKye+//67V9/6TD//Rf/TvkaqlnZDyr78XL16Qjh07EhMTE7Jnzx4iEonU3l9Z8kHVav0jE38b7HcmegfTFUxt6MGDB2TDhg1k+fLlJC8vT3m9qKiIlJSUkNzcXGJsbEzMzc3L/Rv09gUHB5PQ0FC138nIyCAbN24kJSUlhBBCatWqRYYOHUouX75Mdu/erXTl6OjoKO8hhJC6deuSx48fU9yMhoaGlP+tra1JVFQUcXJyIo8fPyb79+8nDx8+ZLRBJBKR0tJS5f9mZmakRo0a5Nq1a6xt9vHxISEhIeT8+fPk/Pnz5NOnT2rfUZWEQiGpV68eEYlESpexKtHdLvT/9fX1ebmv9fT0SIcOHUheXh7JyMiguHDLS0KhkLi4uBA3Nzfi7u5OHB0dSV5eHlm6dCllbFRd8SKRiACguPborh13d3fSo0cPsnfvXmXohYGBAfH19SU3b97kdH9xUc2aNUlAQACpX7++0uXy8uVLsnr1amU/mJmZEScnJ3Ljxg3Kd01MTMjXr18p7ZNKpaRt27akTZs2RCQSkWPHjpETJ04ox0UoFBIdHR2KAPT29ibdu3cnBgYGBAA5ceIEOXTokPJzBwcHMnjwYGJmZsb6Dl++fCETJ05k/axatWpkxowZDDdsReSDNqSnp0csLCy0Hhd6+9q1a0c6depUmU1T0qdPn0haWhpljRkZGZFevXoRT09Pxv3FxcXkzz//JL///julnXp6ekQikVBCNAQCAWnSpAnp0KED5/jJZDJy8+ZNcubMGYqLWpUMDQ3J58+fGW5vCwsL4u/vT5o2bUqMjIyU19+9e0dSU1NJZmYmpX1FRUXKuUhfby4uLmT48OFEV1eX8htyuZw8efKEZGRkkPv375OcnBzO8BltyMzMjLi7uxM7Ozty+PBh5aHHzc2N0m5Voss0AwMDikzlCm/x9vYmJSUl5M6dO5zhL2xkaGhI/Pz8SNOmTcmxY8fI5cuXWe9r2LAhycnJochOrjCjWrVqkS5duhBHR0fy6NEjsnXrVvLq1SvOdzI2Nib29vbk3r17ymuqe5xIJCKRkZGkUaNGZMOGDUrXuI6ODhk8eDCpU6cO+fnnn8mzZ88YbRGJRKRNmzbEy8uLLFmyRHm9PPLhw4cPpH379uT9+/fkzJkzxM7OTuN3Kks+SKVSrb7/3ei72Ua1JIXpWMEhISHlftbJkyc1mshHjx5dofbSsdkU4KxhYWEYM2YMVq1ahSNHjiAzMxPFxcXYv38/JdGlQ4cO+PDhAwPjLCgoCK9evcK4ceNY221mZoadO3dCJpNh6dKllExDkUjEGfguFApx6NAhPH78GP379+cM9o6Pj0dqaqpW+ImTJ0/mXYd75syZrEH8AoEAv/32GxISEhiZiUKhEDt27GAEXmsDbK7KXAkl6tjMzAyhoaGMjM3ly5ezVgxxc3PDhQsXUFhYiGHDhlE+MzExwYYNG9RmWSrY2dkZd+/eRUpKitpEKSsrK0yZMgU5OTkAyhIy2CrkEEKtuV1YWIgZM2YwMsKrVavGQANo3Lgx7t27h9evXzOAnm1sbCj4pOnp6ZRxtra25gS+Li4uVtsHYrGYASpcXvmgrcu7oKAAAoEAQ4YM0ep32LAbuZL2VAHetSW2UoaRkZGslaG4MrdVYaW0qRGek5ODyZMnq4WF0tHRUdZSVgeYrsjSPn36NLZs2cJIuBs+fDgKCwtx4cIFVnzUgIAASiWm3NxcbNiwAZGRkVrLCVtbW9y4cYM1wVET05Pb4uLikJaWxirTpk6diuLiYhw7doyRwKJNUs7MmTMxadIk3m0UCoVITU3FlClTWD8XCAQYMGAAHj9+jEOHDnEiVNStW5fSPqlUiqVLl0Imk2HHjh2c/R4XF4fXr18zimzExsbiw4cP6NChA2VeHDhwgFF8gc70sdJWPnz58gXNmzeHvr4+A1VAHVWWfJg7d65W3/9eVGUUysrM8n79+jX279/PYA8PDzg6OmL//v24detWhdrLt2asYoGq/l+vXj2sX7+eARUxbtw4JaTLn3/+yQCq1tPTw2+//UZpx7179zihdlR569atlO/duHGDVeFo0aIFhg8fzsjw5eLIyEjlZrhv3z6KYqIN8HhCQgIA4OPHj6wZfXz7WyQSqVWGExMTAUBjhiNfSBCpVMrIIlUIbFU6duyY1mUjAwMDKSUYL168SNl42PpXIBCgffv2iI6OZmzKAoEAY8eOZYV04coIV7zPzJkzGXBDO3fuZGwagwYNUkJq3LlzBy4uLsrPdHR0MH78eGzYsAGTJk1Ct27deAN60+d4ZWd5f/nyhRWeZ8KECSCEYN++fVr9jjbygZD/A3hXwIpt2LABf/zxB3Jzc1njuD58+MAoM6g4bNJJm8xtBXHVCLewsMDgwYMREhLCOf9Ux+jixYuMZ/MBTFdw9erVcfz4ccr3t23bxvhtAwMDjBgxArGxsRqrxKhb29WrV8fLly8BsMMcqfadJvzE2rVrIzExkbXMqq+vr1IB/vLlC6/SgvT+NTQ0xP79+5VjzFbNh22MqlWrhpiYGEalLkLKSmzSM61TUlJ4rc979+5Rvvfbb78xZGO1atVw8uRJ5TygI3s0btwY69evZy39qw1rIx9kMhk6deoEsViMw4cPs97zreVDVcnyrjIK5bfCoVSlb4lD6eLiUqGqBy4uLujVqxcmTpzIgGhQFQoGBgbYu3cvgLLavvPmzdNYGm/p0qWU9peWllaooo2qEPn06RPl2bdu3WJAYPDhLl26ID8/n2Lt42sl5au4jh49mlLmjs+G5uXlxbsqD72sW0pKirJfrl69iqioKNZ3Ynu2KsYnfe7RT+t169bl3VdmZma4dOkS67zOysriPJwEBATg/PnzrO1RtSgQUmYtHT58OGJjY9GmTRsGNJa2bGhoiIMHDzKuayMfVq1ahdmzZys9AhEREZg9ezZmz56N9+/fIycnB6amphg+fDhWrFiBFStWKN8rJCREK+BhNvnQoEGDcgO8SyQS1K5dG+3bt8eIESNYD3wdOnRg7Y+K1NwGypIbx40bp9Y6rvDOqF7jAgqn08OHDzFhwgRWGaawTKsWI9iyZQvFYsYHKN7U1BRBQUEaPQJWVlZKC7+CSktLMWPGjArNX1VWXacBAQHIz89Hly5dKHKDz3Nq1KhBqeIClB3G+RgXNPGwYcMY833JkiVqv2NsbIz58+crD6t79+5Va1wIDAzExIkT0bNnz3LtF2zzmX6Nr3wYPXo0CCnD0KVXwVFY17+1fPgPh7KS6VtWylHQt6qUIxAIMGjQIOzatQu3bt3CqVOnsGnTJo11s/mwUChEjRo1GJaCNm3aMNwkUqmUcV/16tWRlZWlbHtJSQmioqIYgpTrt7mEsJWVFR49esTaP+rcJOqYbz1tiUSiteDs27cvY9G/fftW6xrJFhYWWmFYhoeHa8RQo7Onp6daXMIvX74wxtDX15fTKiYWiymuOCMjI5w5c0b5vNLSUqxatYqh+LFZVENDQ/HLL78oa033798fAQEB5cYEFYlEcHFxUTv2+vr66NChQ4Xkgzr3ZU5ODt69e4e+ffuiZs2a0NfXh1QqhYeHB+bNm6c1RiRdPhBShte6cOFCnDt3DteuXcPevXuxcOFCDB06FIGBgbwB3tnY1NSU4UrfvXs3OnbsyLhXm5rbcrkcf/75J7p3787ZNjs7O8YBJyoqirOUIZ3evn2LPn36aHxHX19fTmshG7u5uWHWrFk4ePAg+vfvr1EemZiYMBQ0VdqzZw9vHNgGDRrwxvHlK/NUWSgUclrSHj16xFm1p169epwHY2tra8pnUVFRlANtVlYW7OzsGH1Gt0Da2dkx8DBNTU1Ro0aNCtX7VscikQi2traM8eErH+glXekM4JvKh/8q5Xwj+la1vCubuAC4CSlTLn19fRmAwmPHjmXEuVhYWMDPz69Syv+5ubmhX79+rIJMX18fq1evxpcvX1hPcnQBx8eixLVYb926xVoZgpAyxWbSpEnl3jhV2cjIiHd92A4dOnAu+rNnz3K2h+7SEggEqFWrVoXabWhoiJiYGJw8eRJNmjThvI9NAVYluVyOxYsXc26UFhYWagW4np4eTpw4gUePHjGA2R0dHbFy5UokJSUhPDy8XJueKuvq6sLLywsNGjSgtNfR0VHpXuvWrZvG53h7e1P+r4rygZCyzbtv375ISUlBXl6e8ntfv37Fw4cPcfz4caxduxZxcXHo0qULPD09tQLn5pp34eHhSEpKUutKB8qUvOXLl3OWKuSqGS8QCLB48WLe8aBHjx5lKCmKUotcgOlczKZQuLu7M/qNTT7q6uryUrL5xFVaW1szDj7Vq1fXavyaNm2KlJQUrFixgtOtbmpqyqkAs1nz2d5ZU/927doVX758YT1sElJmwOjXr5/GEAM+bG9vj6ZNmzIs7/Hx8RrXk4LpceBVRT78V8v7G1F8fDylo83NzVnjvb4nff78mRE3pun0W7NmTUbJqt69e+Pz58+4efMmo7qCo6MjoqKiEBoaijp16pTblU5vl7rntGrVCmlpaSguLsaLFy846/8quE6dOgyXQnZ2tkaLH19lUiQSUQREQEAA9u/fr3W99GbNmjHc8nSaM2dOufq3e/fujCoYmsIPxGIxWrRowVpdh85jxozh3JyfPHmCAQMGsPbbggULIJfLkZ2djcmTJ3P2mUAgYIxHeSzLhPxfrek+ffogODiY4f6Pj49HcXExzpw5Q7GI6+vro0uXLpwJRAo2MTFhHMiqinzQNCc8PT0RFxeH48ePM96nqKgIU6ZMoRwOFLXB+/TpU6Fa6To6OkpXemxsLMaMGYO2bduyyglLS0tMnjwZ2dnZkMvlWLBgAevcGThwIJ48eaK2jwoKChghNyYmJkhJScGFCxcwe/ZsNG/eXKOssLS0xNChQ5UemPz8fNY4QkLKlA22WF11cXNsdO/ePd7y2NLSUvnsz58/Y/PmzWjUqJHG93JwcEDXrl01Hpjt7OwYLvpnz56hTp06ar9Xv359vHz5EsXFxdi1axfD+KHK9Hctr5VRKpWiTp06CA0NRVRUFEMxr1+/Pm7evInPnz+jV69elM8aNGigscIbIYRhGa0q8iE+Pv57N4s3VSmFMisrizFJtmzZ8r2bRaHk5GRGGwMDAzF//nyMHTuW8/Suyj4+PtixYwemTp1K2Xh1dHQwZ84ciqvhn3/+QY8ePRjPqAz3gcKd3q9fP2VW+tmzZzlrg9PZxcVFKdBevnxJScBQsK6uLnx9fTUGsGsSRsuWLcPgwYNZFR4uJUhfX18ZYK+OZDIZ77Jlquzq6oq1a9eyliXTZoxsbW05N4F58+ZR2qqouU23eKj2r1gsxsKFC3HhwgWkpqYiMTERLVq04JX8wsUikQjOzs5wcXFhjKW1tTWjRnhGRgbDFerl5YVffvkFU6ZM0ahk0VksFrOGX1QF+eDo6IiJEydi/vz5CA0NZVhS6HM9MDAQCxcuRFpaGuOdfX19kZGRofw9ReY2XakUi8VwcXFBjRo1KuQRMDY2RsuWLTF9+nTs2LEDFy5cwMKFCynPpM8HdTXCT58+zYiZq1u3LkJDQ3llY7OtdRsbGyQkJGD16tWsMojre4QQZYwcHyouLkaLFi041wfbtaFDh+J///sfrwOkurXn6+vLauV0dXVVyricnBzO96ezn58fzp49i8OHD2PVqlXo168fatSoUe4DpSbu0aMH/vnnH8q8nTNnDmXu6OjoYNq0adixY4fWYUJ0A4SCq4J8ePDgwfduFm+qUgolAAQFBVE628fHp9yQGpVNcrmcNWNPwfQ4Mjc3N95KhYuLCyVZ4vXr1xg9ejQj6NzV1RW//PIL7t69y3pqs7W1RZ8+fSpk2VQVwpo2fhsbG1y9ehVubm6s39ckBFTfa8yYMbzbZmpqyiumKSYmhtfYPnv2jJf1k+6iY2OxWIwZM2YgPz8fS5cu1apP2ObLmjVr1Nbc7tq1K2JjY3mHAKhjCwsLtG3bVm2taT41woGyTUObEAc+mxk9G7YqyQeFi/Cvv/7CyZMnkZCQAB8fH14yQiQSYdKkSUqlXZvMbTZXetu2bXkdfjWxtbU1YmNjERERwdjQVWuEf/78mQGFpum96fJ02bJlyM/Px+LFi3lZrDSt1WXLlmk1vnT4LzbW09PjDPlh4zFjxlDeRdNaYVsj7u7uuHr1qsb1b2RkVGFDhMLS2Lt3b9b+rV27Nu7du4e0tDRGrLmOjg5Gjx5NgbS6dOkSbyWYT9vph+YfXT4EBwd/72ZpRVVOoTxw4ABjkmhzivyWtHXrVtZFyjaxXV1dKcLBwsICTZs2VSswDA0N0aFDB4SFhbHiAq5atQrFxcXK9jx+/JixgOrVq6c2xqkiwuRbcZ06dZCXlwe5XI7OnTtrbLNQKISvry/v7OGkpCRe4ztx4kSNz3Jzc+MU3KrKf0BAgHKskpKSGO8hkUjg7+/Pe/Op6OGAjdUpcC1btsSuXbso841O9+/fZ02U8PDwQK9evTRm1drY2KhVwOhsZGSEyZMnM67/yPKBqw/q16+P9evXo7CwEPn5+UhLS8OgQYM0hox4enqiV69erHizmjK3i4uLsXPnTk4rm5OTE8LCwtCzZ88KudLpzDcu29TUFN26dcO6desosd4CgYCxhktLS7Fx40bORDRbW1vWQ66CJ0yYoNXYrlu3jvEMNtmkr6+Pxo0bc8ot1TU3YsQIyOVy5OXlsXooateuXWH4nIoy155haWnJaJuJiQkl3KG4uBgrV65kxEUaGhoiLCwMHTp0UBvHKRaL0bRpU60OPmzwSz+yfEhPT//ezdKKqpxCWVJSwgpgrRq8/j3o2bNnrJu/gYGBxpNw3bp1cf78ebRu3ZpynU8moEgkQkREBCNWpri4WKsscgsLC9y4cQMHDhxgbBT0+DUDA4MKJwEQ8n/CVVUBCw4OZjy7fv36ePLkCR4+fMiZLSwQCDiFmyZ3ulgsxl9//aV2fDdt2sT5fHWKuLrfHjJkCORyOTZs2MA4SAQHB6OoqAgvXrzA//73P3Tr1g2Ojo4VVvpFIhEsLS0pG5eJiQlj7nbt2hUvX75UQmZwMR0wnU6lpaVITk7mBQJNt7br6elhxYoVWLZsGS/4FwXTLck/qnxwcnKCTCbD/fv3MXbsWFaXrpGREYYPH44bN25g+fLljIMDn35xcnLCli1bOJO41AGQ6+rqYsCAAZxQUgUFBUhLS6P0uUAggKWlZYWT6wQCAZycnNCtWzf873//w4sXL1BUVERJ0BKJRNi+fTulTU+fPsXAgQMZByJtwmpq1arFG8D69OnTat9VX19fa7kVEBCgTIp68uQJI8ZeV1cXf//9N4qKinDmzBmMHz8ePj4+vDPN1bGuri7DYEFfv1ZWVkhPT8eNGzd4YxITUlaYg34IzcnJQUREBK/5Qt8T27Rpg7///ltjXKgq03/nR5cPVYmqnEIJAPv372dMkrCwsO9mupbL5QgNDeU1kekuSS4eMWIEPn78iKdPn2Ls2LEaYVcU2eNTp07FyZMnNbZHVYjZ2dlR4q5evXqFrl27sn5vwIABOHjwIEVY//TTTwgNDYWDg0OFY2xU26X6t6WlJad1RldXF3/88QcePHjAq7oMG1tYWHDCHK1cuVLr5ync2kVFRUhOTuYELVcHWFyRuFJCyk76DRo0wLBhw7B//36Ka/rixYus1htTU1OkpqZS8DinTp3K6Cu2cevYsSN+/fVXPHnyBCkpKejTp49GN5tAIECjRo1w4MABFBcX4++//65wpvzIkSMZ135E+aAAnVbQ58+fkZycrDa7X8EKhae4uBj79u1jFEFgY9Xs8SdPnuDXX39Fhw4dWBUaNzc3LF++HG/fvlX7brt376YoMapg5QpX+v79+zFs2DA0aNBAbXwo33Wl+FsoFGL48OHKrPQ3b94gPj6eFd4qOTkZRUVFmD59utp1pdoXQqEQkydPRlFREef75+bmqpXp1tbWnIYBLy8vPHjwAL///jurh6FZs2ZISkpiKOtsf5eHhUIhHBwcEBoain79+lGu//rrr+jfvz/r97p160ZxS2dkZFCMJpraFRYWhlOnTmHq1Knw9fXlFdowbtw4PH36FB8/fsSIESMq9N5cbfrR5UNVoCqpUAJgZHoRQrBgwYLv0hauqirq3JAikYgTDsjT0xOpqak4d+4ca4ZdnTp10LRpU95YZgq2sbFhCHQrKytKMLSCHjx4wKoEde/eneLGr0giR0VZ1ZLp7OyMhg0bUj7nEvRcAszDw4OR8T1v3jze7REIBBQrk1AoxLJly/Dp0ydcuXIFUVFRlWLZ5fs+qqzIHp89ezYuXryIP/74g1E6kZAyKA02S9b8+fMp93Xt2hXdunXTWul1cHCAv78/44BkaGiImTNn4saNGxg1ahRrP+no6Gi0hpibm+Pt27c/vHzo3bu32u9cu3YN0dHRnDA2Y8aMwc2bN1lLlZqYmMDf319ruDGxWIzIyEj8+eefGjfX0tJSJCYmUr6vACuXyWS4ePGiMhubzxzRVpbxYalUiqioKFy5cgWfPn3C0qVLKQdeMzMzTtez6v+enp64fv06ow8+fvzIaRnjWpP0eMCGDRvC0dGRMraV3Q98WVWWGxsbs0J12dvbsyaJ/PPPPwwLt76+vtYVoaRSKZo2bcrar61bt8a5c+eQmprK6eqvCMReVZIPPypVWYUyPz+f1UWzdu3af7Uda9as0ThR2YSLs7Oz1sqYj48PTp06pfztT58+4dixY4iJidG4cK2srBAREcEa0zljxgyKEvH7779TFKOKWso2btzIGZelro/Ky2KxGAEBAZRrfC0j7du3h1wuh1wuZ43H08Q2Nja8EgK0YSsrKwQEBDDcm4qa2wUFBRWqgEF3AYWHh6OwsJAx1+mWWl9fXwQEBKh1VYnFYvj5+WHlypXIzMxUKipcNcI1sbq4NwWPGTPmh5YP1tbWyM/PV/u9vLw8VuBxdaxacxsos3zcv38fK1asQNOmTdWuY8WBY+HChbhx44ZahZKt5GB4eDjWrFmjsTY2fZ3XqVMHV65c4awRLpFI0Lx5c63hwDRxrVq1KDJT0zykI2zwraRFSNkhZ/To0Th27BiOHDmCQYMGVVimqrJQKIS/vz/rAZGQsnK5GzZs0DgW6li1vebm5vj999+V86G0tBTTp09nfMfY2Bjh4eEax87W1hYxMTE4duwY5UB/6tQprbO5jY2NtXLB07mqyIcflaqsQgmwJ+gQQpQ4e9+S5HI5p2VSW+FnYWGB1NRUzJs3j9Oq1qBBAxw4cEAZUyGXy3HhwgX89NNP5TrV0pWArl27oqCgACtWrKCc0DUFzEulUjRv3pzTTblmzRoAZXh59IQaNo6MjMQ///yDwYMHV1qiiUAggIODA+rUqcMrkSA2NpZRaYbOEolEa2gbPuzm5oYdO3bgzJkznGEOJiYmWLhwIQVD7d27d6yndqlUipYtW2pUcqtVq0bZYDw9PZGdna18fl5eHlJSUtC0adNyvVedOnWwYsUKvHv3TvnMp0+fIi4ujnMzb9GiBY4cOYKffvpJq98yNDTEu3fvflj5cODAAbXfZauB3r9/fxw+fBgtWrRgVQQMDAwwYcIECvarJgBydcwFrp6dnc0IK9Ek72rVqoUWLVpQrJACgQATJkxgVMzhqhGuOvfPnDmD7du3swJmlzdu08jICO7u7nBxcVFrLfXy8kJGRoayRKc6trKyQp06deDg4FBpB2apVIohQ4bg4cOHvMD+u3TponTZr169mvWe2rVro3nz5mr3ET09PYolXCQSYeXKlSgoKGAUwyjPGOjq6qJ///64ePEiBQVi//79jPhRBZubm2PevHlITU2tkBJJ5x9dPvzIVKUVSoC7hmhYWNg3C7R99uwZZ4yiqnClu04kEglr0LTCisOn8oO9vT06deqkMbvv559/xvXr17FgwQJe8VWK9mm7+Njc6AqeMWMGpd++fv3K6opUZR8fH07h0LlzZ8pJuaI1oP9tpivIXl5enAlb3t7ejI1aIBBg6NChePPmDeu8zMvL4wQAL09pM6lUirZt22qca3p6ehgwYAB++eUXvHnzRi1gup6eHoKDg9G6dWteG4+Hh4dWpSwVvGjRoh9SPixdupTze69fv0b37t0p91tbW+PgwYOcNbfpLBKJ0Lp1a9bkNkKoAOSq2eOaXIWenp5o27YtLxmhyMbesGEDzp07x8BhdXFxoZT2ZKP8/HwMHTqUMWetra0ZoS2ElLlDL1++DLlcjufPn+Ps2bOYMWPGNzn0fUtWlWlisRirVq3CrFmzGHtDtWrVNFrvevfuzagAxmZJJKTsEFYeWDG+e0bjxo2V1m8uRUp1rnXq1IkXBJuRkRH8/PzKHbvP1f4fUT5UBaryCiUAzJw5k3VwTE1NsXXr1ko7bcjlcmzdupUTykX1uqbsSz09PU6Xt66uLhISEvDgwQPMmzdPY4asvr4+ZUFNmTJF2ebffvuNosRWr16dFVJEHataCwQCAYYNG6bRehgbG8va76dPny7XaT0qKgpyuRx//fUXq8IZERHBUDA9PDzQvXt3NG7cmBcocnlYKBRS3kdVQEVERODy5cusrqiePXvi06dPuHfvnlabXs2aNTmTh4Cy2FdNVthGjRrh9u3buHDhAmbNmqXRbU1nQ0ND+Pj4UJT7kJAQRvxpUVGRWhga1TnVqVMnHD16FH/99ZfaRCW+tdXt7e2Vm+mPIh9mzpzJ+d1ff/2VsaFHRkbi/PnzrOVQ/f39cebMGRw9ehSdOnXSuKG2aNECO3fu5EwwUbjHV65cqRFcnc4ikQjNmzfHrFmzcOHCBchkMsjlcqSkpDAsjcOHD2cNp6BTbm4ur4NEvXr1cOTIEcYYpqamUhRqBwcHXL58GV26dFFe09XVRWRkJAIDAysM8K6OzczM0LhxY/To0QNTpkxB8+bNlZ/p6emxjq+FhQVF6X758iViY2N5u8qjo6NZM4TlcjliYmIoa4/+XYlEgqFDhzKQILR557p161Ji8PX19SluctVwIqFQqDE73dnZGfPnz8fDhw+RkJDAaUwwMjLSOtOdK7TkR5IPVYX+n1AoASAsLIxzwjRu3BjJycnlLrOkyL7UBEqsukAUfxsYGLC6sa2srDgVRWtra2zcuBEfP35EamqqRsuEqlCIjo5WLoCDBw9S2uXv74/FixcjNDSUt3WPDmuxZMkS7N27Vy0+Yo8ePVgTO968eVOuoOlGjRopx+7+/fuMShoCgQDjx49nCL3g4GBMmjQJ3bp1Q8OGDSvdWiEQCODo6Ehxvenp6VGUyqioKFYFfuLEiUqB/+uvv6pVsiUSCeXdHB0d1VZPuHbtmtr43E6dOuHly5dKN3afPn20CtOoVasWRowYgZkzZ1LmUcuWLVFQUKBsh1wux99//42oqCi1ByxjY2OMHDkSd+/eRXZ2NqcVWyQSISYmBuvXr+eFz7l58+YfRj506tSJ9bsfPnzAwIEDKfeamZlh/fr1iImJYSg5bm5u2L9/v3KN3717FyNHjlQ7tyUSCfr164fz58+r3RwLCgpw8OBBjBgxQqtMeysrK4p7/MWLFxTFjZCyg+zx48d59WdWVhZFTpiYmHBaktq3b0+pWS2TyRglOP39/ZVg+4prUqkUs2fPxvz58xEdHY3WrVtXKKGDi42MjNCwYUN069YNkyZNQkhIiPIzsViM48ePMxLeCCmz4qpihn758gULFy7kLcNmzZrFOdYymYy1upqCzc3NsW/fPixevFh5TRsLoL6+PkJDQ7F48WLK3iWVSvHrr78CKJMNgwYNUn6mycgQEBCAHTt24OPHj9i4cSPnodnZ2VnrkDN3d/cfVj5UNfp/QqGcMWMGr4ljZmaGsWPH4uDBg4w603R69uwZ0tPTOfHh+DBdwZFKpZwbq5OTE2PzYDsxS6VS1K9fn1VJFQqF6NevHy5cuIBdu3ZRvs9HgeSbLaz6P/25AoEAc+fOZZyO5XI5Y5Nh4+rVqzOEV/Xq1bFt2zYcOnSIoihVZmD7v8H08ezYsSPu3r3LWnPbwsKCcdJW7RcbGxvcuXOHde5mZWUxlFj6hqzJGmNra8sJdUR/juqzfH198ejRI6xbt44z9snd3Z1xKOCag9WqVWPNCGeLn2Prwx9JPtAtEH/88Qclw5eQMpy+uLg4hovT2toa69evR0lJiUYA8ho1anDGTaoCppcnG7t69eoarcT0uRUVFUWJnVVHd+7coSTL0GUBW+awokb43bt3GdamFi1aYPLkyfDw8OA1Rv8mi0QihoKoOgYmJib49ddfkZKSwpqsxJWEo+DJkyezKpUlJSWYPXs2Y63RQyT4WGz57Bl0N35aWhouXLiAqKgoVkXV3Nwc9evXZw3ZYKsPzwfjVh1zySk6/9vyoSpSlVcoVU9R2rKNjQ2Cg4PRvXt39O3bF927d0dwcLDWUAdsTFcGmjRpwhk34ezsjIsXL2L16tVqT16qSQ0PHz7kjWnJxnSXlp+fH548ecIof6aJuYSOn58fsrKylOO0atUqXs/jqntdURaJRLCzs4O1tbXa07ZQKMSaNWs0bq6Ghoawt7fX2hXEl11cXJCVlYUxY8ZwHkIsLCxw9epVZR+XlpZi1apVnIcHde+tqE6xatUqSjb21q1bKVZuqVRarnglhTBWWF3kcjkuXbqEqKgo1r4WCAQIDAxEZmZmuTPCxWLxDycflixZgk+fPjGwMg0NDdG3b1+G21s1c5svALli7NQBpovFYrVhK/TPJRIJtm7dqhw7vu5xHR0dZe1xTdnjV65c4ZRpOjo6GDNmDF6/fg2ZTIaNGzfyDn/gy6amprC3t9c4z0QiEa5du4aePXty3iMUCmFtbQ1bW9tKr3/ds2dP5ObmYuzYsRrvHTFiBMVblJmZyZlYp+0BPS4uDk+ePGE8ryJYoxYWFnj48CGAskTDlStXcsaFW1tbY+3atbh48WK5lUpfX99yt/VbyYeqTFVaoVSXxblv374Kn1y42MnJCfv27cOCBQs03qurq4sWLVowFqu5ubnWCzgyMhIPHjzA69evKRYIa2trje8qkUjQrl07zJ49Gy1btqR8NmDAAEps1ZYtWyhCsLwZivr6+li9ejWuXLnC+QxFfFFljo9UKqUkkiiyvDV9T09PT1kx548//uD13hKJBJGRkfjf//6HGTNmVOrmYWZmhoEDB2LChAmcYQ8GBgY4d+4cHj16hLZt21I+4xsTZmlpqXRFsdHFixcpm7e+vj4mTZqE2NhYjdnjurq6aNu2LXbv3k1xhytgYjRZWVQB058+fcoru5aQMjc6V5Wf7y0f6MkG9erVY+ATKmpuP3v2rEIA5AUFBdi9ezfatm2rEQ3C1dUVsbGxmDRpEuVQogpWzkYHDx7kXf6OK3v87NmznLFv/v7+mDBhgtI1XZGKUaampmjVqhUGDRqEefPmYdeuXdi4cSO6devGO8Hkjz/+ULb7119/1ahA0LO8PT09K4xgQW9r48aNOZXxvn374uvXr1i5cmW5cS7pgO8pKSnKPigqKmKAoLdu3RqzZ89Gu3btNL6rk5MT5SDl7u6O/Px8PHjwAJGRkVq1UyQS8Ybj40pq+t7y4b8s7+9AfHDmZDIZ0tPTeeOFaeLg4GCkp6dT3LnqcCjZTrvVqlXDihUrcPToUc7SiLa2tpg7dy42bdrEiGUSi8Xltor5+PhQ3JhCoRDLly9nWA3Wrl3L+Yx27dohPT2dsQF+D1Z1F5mYmFCUE7FYzJklyLYZmZqa4vLly5R+4ILZ4OK6desyNlZVdwqf4PPyMl9FViAQYNy4cVi7di1jHg0dOpQzYeLZs2eM07yfn59WVnIF1mG/fv0YiqhQKMSAAQOQlpaGyMhI1sOWk5MTRo0axeu32rZt+8PLB4lEwur6j4iIwJkzZzBnzhyGS1zRj1wA5OVxYyu4WrVqjIQoBVg5GxUUFGDo0KGU+01MTLB27VqkpaUhOjpa40HO3d1da6xBvqyvr09Z6xMnTlS2/cOHD1i9erXWtbAVMGj0vYgek8il8NrZ2VHGxNnZGSdPnsTZs2exePHiclf60sTalC51dXXFwYMH1XqL1q1bR+kDuVyOZcuWUeSQvb09b4QROpuYmDBkWu3atbF582bMnTuXU7YHBQVxWjTp48MWa/kjyIf/cCi/A2lbCSMrKwvx8fFo1aoV7xOMsbExWrVqhfj4eLVJEGwwCGyxhuPGjcO8efM0xn9JpVIsWbIEMpkMHz9+xNixY7VWRHr06IGBAwdyuj+lUinllKmgU6dOqbVsJSYmUmIhTU1NMXnyZLRv354XxqM2rNoOqVSKmJgYVmGho6ODkydP4tGjR2ox97iEvJWVFW7dusXoC7lcjsGDB3M+T19fXyPUU2hoKDp06MD6WWRkJAOA3dnZmVd8IB/W0dFBvXr1MHToUEomqUQiwZ9//oknT54wDjUuLi6cdc0LCwtZKzcp2MPDA9OnT9faFenp6clI2MjLy+NUqDTxoEGDWJMOfiT5wGYN8/f3x8qVK9G9e3dWRdDR0RFz5sxhwJnk5uZi48aNGkHFFYD/s2bNwu+//46VK1eqjS1s2bIl5wHj9OnTDGU4KCgIT548odz35csXHDlyBEOHDoWHh4dWig0Xm5mZoVGjRgxZEBAQwIBdUnDHjh0hl8tx7do1DBkyhNUta2RkpDbWfOjQoZxjDAC7du1iHLDUWVLd3d3x5MkTvHnzBnFxcYw54ezsjOHDh1OsipWdiW5lZYX27dtj8uTJlES38PBwRslV+lxSLbKhoC1btnBaJPX19TnXpjrW19fH2LFj8fHjR8hkMixatKhClZWqVatGSY5S8I8kH/6rlPMv0r59+xgDoE0tztLSUmRmZmLHjh2YO3cupk2bhokTJ2LatGmYO3cuduzYgczMTNZMZTaSy+WcWWJCoRCdOnVCt27dWN0NVlZWiI+PR3p6OkMZMjc315hMI5VKGVbMuXPnKtv29u1bzrrcAoEAISEhylNTTk4Oq/WzIrGa6tjMzAxNmjShKFBWVlaMzdTBwQE3btwAULZBsSk1UqmU052jbhOzt7dHZmYm59gWFxdTYD7YuE6dOlpXndizZ49yLtIFt5+fHxYuXEi5v3Xr1nB1da2UDVnRJyNGjEBaWhomT55MObAIBALExcUpQaefPn2KGTNmcCbpmJqaIi0tTbn+nj59SpnLRkZGvBTD2rVrY8SIETh48KDSPS6TyXDw4EFOpZyNVWFRFPyjygdCyrLmBw4cyFoFSCAQoEOHDjh48KDSsqGaja3p8FGrVi3ExsYiPT0dHz58YG3brl27OL0e9vb2mDlzptJK+fnzZ4wbN44y3/X19TFlyhSkpaVRsqYr4ppWzFFXV1d069YN69evx+XLl/H27Vvk5eUx4vamTp2qHI/du3ezKuRcyACKik/q2hIQEIDi4mKNY81V4Yhr3erp6TEUMHNzcyxbtkwZhnTjxg3G+hGJRNizZw8ePHiAw4cPY9y4cWjatOk3g0dj2wNMTU2Rm5urtOSFhIRwjnfXrl0pYRlz585lzFNNsk1fX5/Rjjp16uDgwYOIj4/nbdBg66MfUT78V8v7X6CSkhJGbIOZmdk3AyHlS8+ePWMILB0dHc5Sca1atcKuXbtQXFysBBj+6aefeIGbCwQCThfnsmXLlG0qKiqiQDMQUuZOZ1u41tbWDMEmEAi+GTYbG4tEItYgaX9/f6WCQT/NcQkwe3t7jW5gFxcX5OTkaBzbly9f8oYUqVatGqc1WbXf7e3t8fjxY+VvpKWlUQ4P1apV0wq6pTKYLc63YcOGrP1obW1NUeAtLCxw8uRJSp9xuROrVauGJk2aqIX+odcel8lkiIuLU9t+U1NTzJw5s8rIB6FQiKZNm2oEINfGja0KKs5nbp88eZISpqGrq8saEygSidCwYUPGhl5ZSAv6+voa4zA9PT3Rp08fyn16enpIS0tTvs+jR48ooS9cSoq+vj6GDRuG9evXa1zbjo6OePnyJe+xfv78OSd0jUAg4IwbFgqF6Ny5M169ekV5XkFBASs2a9u2bREaGsprz6gMZpMDurq6rIocW8hRdHQ0RSlfunQpZx/xOYgYGRmhf//+SEtLQ35+PoqLizUqpa1atWIcjH9U+eDk5MSKJfojU5VTKNkScbZt2/a9mwWgLCNW3WQ2MTHBqFGjcOPGDZw6dQrx8fFo3LixVqd4kUiEQ4cO4fbt26yCsEWLFrh48SJevHjBEEL9+vXDtm3bMHHiRHh7e1c4MFwoFKJRo0aIiopC06ZNORW4oKAg7N+/X2t8MNXnNW3alFFLWh3XqlVL7QYllUqRkZHBe2yvXbvGC3qpQYMGvN0xbm5ueP36NUpLS3Hjxg2MHj1a6zGJiIjA8+fPOTNOraysEB4ergR454PfqI6tra3RuXNnrFixAklJSRS3o1gsxtq1a5Xl8+iuIYFAgFGjRik3FZlMxhtc3czMjBcGHxuaQFWRD4T8HwB5Zmam1m5sBag4X1q7di1FIaxRowaSkpKwfPlydO7cuVyVU+hjpgD07tKlC2cFrN69eyvB0BXZ42FhYRoVJalUitGjRyuzx1+/fs07XERXVxfe3t6Ua2zKiJ6eHq5fv867T9+/f48GDRpw/m61atU0Arbb2Nhg6tSpePz4Md6+fUuxxmqb9GdpaYn09HTOpCehUAg/Pz9ERUWhUaNGFU4qlEql8Pb2xsSJE7Ft2zZGCVt/f3+8ePECFy5cYIW9cnBwwO3bt3Ho0CGtjBkCgYDX2LP1/Y8sH9LT0793s7SiKqdQBgUFUTrcx8fnm9fd5EtyuZw1Y7lx48aYM2eOElRcHayCrq6uMhubrVbrsGHDUFRUxOnGVnBlWA4EAgFsbW0ZOF2qVgqhUKhWgXJwcFBaF1+9eqXW/V7edtaqVQtxcXFaQw61atWKUUtYHe3atUur5xsZGWlUovX09DRaZtiEvKmpKVJTU5Vzv7S0FLGxsZzP8PX1xenTpwEAOTk5lKQYU1NTeHl5VVrCEH1jVh1bPT09nDhxgrV/P3z4gPT0dMTGxpbLOmtvb8+ICa0K8sHY2BhDhgzB6tWrK8WNzUXv3r3DlStXkJqaWiG4FFXW19dHw4YNMXDgQMybNw9paWlK1zRQZgFVl3QzcuRITtdgcXExTp8+jSlTpmiMy7WwsOA88EkkEvTs2RMxMTGcrn2udapq/dREX758YSBosK0BVW7bti3i4uJY57sm2apghWeH/m7dunXD69evle27evUqp6yhw4HRLdH169eHra1tpdQk17Q3de3aFUVFRYyEL0LK4s7nzJmDdu3aaZ2xLhKJUKdOHcq1H10+BAcHf+9maUVVSqHMyspiTJItW7Z872ZRKDk5mdFGTbASXl5eGD9+PE6cOEFB49+5cyfr/apWJoFAABsbm0pzTWtapNOnT8fLly8ZC5NLcKjiJAJli2bDhg2cJ2F9fX3e1tP69esjOTlZaZW5fv06rww/VQ4PD0dJSQnv8e3bty+v5woEAowePRp3796lWNb4KG0ODg5qlQo3Nzc8ffqU0Ta5XM6oEkLnsLAw3L17F3l5eRphMczNzStlAzExMaFsdmKxGPPmzcPTp0/VxhllZ2cjKSkJ3bp102iddHR0REZGBuN6VZAPDRs2rBQ3dmlpKZ4+fYrTp09j8+bNSEhIQM+ePeHj41NpcdBcz1EFTAfKAMq5StopmAt4W5Xev3/PeI6bmxuvEBQTExNER0crQ0uKiooY+J/qOCEhgfe4lpSUcBZu4IofrlGjhtL6KZPJkJycjPr162tcc1KpFI0aNeKUJfTDpirRgePZfqtu3bp4/fo1EhMTNbajMuaUWCxmKKtsnhSBQEBR8D9//owTJ05g/Pjx8PLy0vg7ixYtYlyrCvJBXULPj0ZVSqGMj49nCLfylkO6c+cOunXrhho1aiitRM2bN8fBgwcr1MbPnz9rDIy2trZGVFQUtm7dSondULhtLly4gEmTJlGUropYHAUCAVxdXTFw4EAsWLAAgwcPZlUcZ82aheLiYqSlpXFm89aoUYN38PPy5csZ/SOTyThhGHR0dLBjxw6cPn0akZGRvJVkJycnNG7cmNJfIpGId2yRarlKdbRhwwaN40C3ANjY2PCqSaxgR0dHLFiwAI8ePeIcA6FQiGPHjrG2US6XY/bs2ZT76a5GoVCIOnXqsFp0TE1NKQDkV65cYVTdqVevHubNm4f4+HgEBQVVqKSlrq4u6tati9DQUIwePRorV67E4cOHcf/+fQo2ap8+fTQ+i46Fx1c+FBYWIjExEcHBwcq1m5ycrPY7X79+VR6qFi1apPE3FMRHPqhzYxcVFeH+/fs4fPgwVq5cidGjRyM0NBR16tQpN8agqms6Pj4e8+bNY2R/161bF1euXAGgHjDd0NAQ7u7urBWPVP+fM2eOxr7KysqiJHeJRCKsWrUKL1++xM8//6wRw1TBUqkUTZo0Ybjw1XkGwsLCtEqqoMeqq7aZvr5Ur4lEIjRu3Jg3moECMuqvv/5CamoqwxvAddhUpQcPHmj8PWtra87DeevWrZGWlobi4mLWKlR6enoYMmQIFixYgIEDB8LV1bVCB1NVmSsSiTBp0iRcuHABr1+/VsptmUym8Tn0fYuvfLh06RJiY2NRt25d6Ovrw8HBAZGRkWqTOStTPsTHx/P+/vemKqVQ0t0JY8eOLfezDh8+jODgYMyYMQMbNmzA8uXLldm8SUlJFWonvYKBUChEu3btsGjRIly7dg3Z2dn4/fffkZSUhIkTJ6Jr165o2LAhbzgCtgVM39RdXFwYCoO1tTWnZbFnz54UperWrVu8FAUuYOvQ0FBWJW38+PGVIljUsb6+PoKCgrSy2k6ZMoVzPL9+/YoRI0bwek7t2rV5Yck1btxYrdKsSQCbmppSKhHRiR7w3rJlS17xk7169WJspF++fMH48eMZrms2V6azszNFkRcKhbCwsCjXhqKold66dWu1FjaBQIB69eqVWz7k5OSAkDJlXqHEa1IolyxZogxd0WbDAJjygRCqG/vRo0e4cuUK0tLSMG/evApnTQsEAlSrVo1y4DI1NcWWLVsombelpaVYs2YNI+N//PjxrKEhihrFTZo04fxtMzMzRqycauIgFx0/fpwyX83MzLB8+XL07t2b0w0sEonQrVs3+Pj4aOwnLy8vtWEVQUFBlBrh6mjy5Mkax8Dc3ByLFy/G77//jsGDB/OKxyakLGxGXf+ycd++fTWG8hw9epQhTzUVKSCkLDxDtV/kcjknDFDdunUZSpyuri4Dw9jY2Jh3f7C1p2HDhoyiDnTW09Nj7H185UPXrl1hY2ODkSNHYuPGjZg9ezasra1hYGDAOUcqUz60atVKq+9/T6oyCmVpaSlDwamoNZFOMpkM9evXh5ubW4Wek56eTmmnRCJBcHAwL2gELlZd/HR3Mf0zBVh5Xl4ehg4dqlGxatiwIT59+qRsf3Z2NiVmSdtkGoFAwLohcyUleHh4sLrAVTeFZs2aISsri5I1L5VKeW2wVlZWaNOmjUYXzdKlSxltzs/PR+vWrcs1ZnRWHYdRo0YBKDvYaBofS0tL1hgyd3d3vH//nnMeJiUl8eofAwMDyhwaM2YM62Hgr7/+4rRauLi4YNeuXSgtLWUFQU9ISMDdu3eRnp4OPz8/zvlbHra3t8ejR4/KLR+Kiorw/PlzAMDly5dBiHqF8uXLlzAxMcGsWbNAiPYbBpt86NGjR4Vc01KpFHXq1EFoaChGjRqFFStW4NChQ7h79y4SEhIo97KBlT9+/JgRg+zi4oIzZ86ofZfi4mKsWLGCd7GFDRs2qH2eXC7H0qVLGXXrNcWVikQiHD58WPmc/Px8LF26lDMRiA8raoTTsTVVacmSJWqfIZFIEBgYiJCQEI0eE4FAQFGW3d3dldbGhw8fYsKECaz9LBAIGBZldYD0e/fu1bo8ouoeYGdnRwm9+Pjxo9pEJEVfDhs2DM+fP2cFQafLgMryzinmxsyZM8stH86dO8eAjMrKyoJUKkWfPn0Y91e2fDA2NuZtLf/eVGUUyszMTMZE0VSgvTwUGhoKa2vrCj3j2bNn5Zr0Dg4OFKWnXr16OHToEEWJsrS0xPXr15GSksKIoZFKpYyssJcvX6o9vZmZmeHRo0eU+9WdVJ2dnREYGMgrfmbGjBnKhXDx4kWGMs03o7Bu3bpKS8qLFy9Ywcvt7e3Rq1cvTqxEBWsSpKqKxO3btznjDKVSqVpFUCgUIjAwEMHBwZzvqRirbdu28Z4j9Gvt27dnZPaWlJRg//79jAQ2BdeuXRutW7dWe7iZN28e5ZlcmduElJ3+N23aRFFCv3z5wsjwDA8PR2FhIeRyOcaMGUP5bPLkyTh58iQ2bdqE+Ph49OjRA40bN+aNq8eWkFUe+cBHoRwwYAB8fX2RnZ0NQrTfMMojHxRrVdU1vWnTJpw6dQpPnjxh3XAKCwsRHh5OeUZUVBTFeiWXy7FlyxbGuA4fPpwT1FzxvV27djGsTQrMVC64tODgYOzfv581bpmthB/bnDc3N0ebNm0o11QzdUtLS7FkyRKKjBIKhQgODkZgYKBauSMSiRiyTVdXF1OmTGEc3jZv3lwhWePp6ckps9zd3SlQRcXFxUhISNB4QFR9N1tbW1y4cIHSL9OnT9fYv1KpFO3atVMbj16zZk1K+x49eqR2rQYGBjKglw4cOMCwNhsYGGDr1q24fv06RYl1d3fH4cOHKYqzVCqFg4MDL08UW79VVH/w9vaGt7c34/q3kA/q3Os/ElUZhTI1NZXSwba2tpXy3I8fP+L169d4+PAhli5dCpFIVCko9WyJOPr6+vD09ESXLl0QFxeHtWvX4vjx43j48CHy8vIoilLDhg1x+/ZtSvydnZ0dMjIyIJfLsWLFClbB6OrqirNnzwIoO4nST+hsbmxFjfAPHz5wBjfb2Nhgw4YNKCkpwcmTJ3mfcCMiIvDgwQON7lYjIyPExMRg165djJO8h4cHbt26pUzoof+2RCLBH3/8wYAVqlmzZrmq9+zatQu7d+/WuhqDQCCgxLG5ubnhyZMnuHDhAusGqwAGnj9/PmMsw8PDsXnzZoY1j41HjhwJQDMAuYI7duyIL1++4J9//mGtOKXgDRs2cNbc1tHRYcylLl26UDYNuVyOxYsXU97N09MT2dnZkMvlDED3qVOnslpGX716pbEPhgwZUinyQZNCefHiRQiFQvz9999KV7m2GwbALh8UNedVa03Ts6b5UnZ2NiX0QigUYvHixZT+ffHiBTp37kxpQ/Xq1RlVi+jElbndq1cv/PPPP/j8+TPat2+vdrzogOl5eXkaM8/9/PywdetWbNmyhaIgqLrQs7OzGS52Nzc3XLx4EU+ePKFYOvX09LQKIVC43YuLi7Fjxw6t5YqVlRX69OmDlJQUijLz22+/MQ53BgYG2LhxI+RyOW7evMlA2vDx8cGBAwcQExOjNjRJIpFg69atrIcLLjY0NMTJkydRUlKCpKQkzqTSBg0a4MOHD5w1t+ly3NLSEvv27QMAnDlzhrV8r0gkwsqVKyGXy5GRkUHBsnR1dcXt27fRsGFD5TV3d3c8f/5cY4lHevxsRfUHuVyO6tWrIygoiHL9W8mHHTt2VKi9/xYJAIBUAZo3bx5JSEhQ/h8SEkKOHj1a4ecOGzaMJCUlEUIIEQqFJCIigmzYsIGYmZlV6LkhISHk+PHjyv8jIyNJv379iEAgYNz75csXkpCQQLKysgghhNja2pJx48aRBQsWkPz8fEIIIVZWVmTevHnEwsKCrF27lvz222/K7zs6OpKXL1+S4uJiQgghAoGA2NvbkydPnijvMTY2JuHh4WT79u2ktLSU0QaRSER0dXXJp0+fKNd1dXVJ165dSXh4ONHV1SVXrlwhc+fOJSUlJYQQQoyMjEhhYaHyd7WdTjVq1CAdO3YkLVq0IBKJhMydO5dcvnyZcZ9YLCbW1tbk2bNnyms6OjrKdojFYiKTyZSfde7cmURHRxMAJDc3l1y7do3cuHGD3L17V/mdipKlpSVp0KABycvLI3fv3iWEEGJhYUEIIeTNmzeEEEKsra3J3LlziampKdm2bRtJT0+nPEP1Hejvm5iYSLy9vUl2djY5evQoOXXqFPny5QtrW2xtbcnLly+JXC6nXLe2tibt27cnlpaWZMWKFeTr16+EEEK8vLzItGnTiJ6eHnnw4AFJTk4mt27dYjzXzMyMvHv3Tvm/QCAggYGBpE+fPkRXV5ckJSWRkydPKj83NjYmI0aMIM2aNVNeu3r1Klm4cKFybhkbG5PJkycTLy8vsnv3bpKSkqK8VzFuquuksLCQ9OrVi/W9a9SoQRYvXkzu379fKfLhypUrxMfHhyQnJ5P+/ftTPgNAmjZtSlxdXcmOHTtIbm4uqVGjBlm0aBEZP368Vr9Dlw+dOnUi/fv3JxKJROs20+nWrVtk/vz5ynWpr69PJk2aRBo1aqS859y5c2TNmjWkoKBAea1169Zk6NChxNDQkPW5jx49IsnJyeTKlSuU656enmTQoEGkZs2a5MuXL2T27NnKuaSjo0PGjBlDXr9+TY4ePUpevnxJ+a5QKCS1atUi2dnZrOtAV1eXtG7dmrRv3564uLiQq1evkpkzZyrneffu3Um/fv0IAHL8+HGyceNGpRwkpGw+9evXj7x9+5YkJCSQV69eEULK1qlcLlfO7Xr16hE7Ozty/fp18vr1a7X9y7Vm6SQWi0m9evVIw4YNScOGDYmzszMRCoWUe27cuEFmz56tbDP92dWrVyfPnz9Xvq9QKCS9e/cmkZGRRCQSEUII+fz5Mzl9+jQ5cuQIycnJ4WyLqnxUkEgkIv7+/qRt27Zk7969ynGTSCQkISGBNGrUiBQVFZH9+/eTffv2MeSPgYEBY89Q7afevXuT/fv3U+aZg4MDZW+SSCTE1taWPHr0SHktKCiIDB8+nLx584YkJCQo542lpSWZOHEiWbp0KXn+/DkhhJDatWuToqIi8vjxY0YbdHV1SefOnYmHhwdJTExUXq+o/rB9+3YSFRVFNm3aRAYOHEgI+bbyYe7cuSQ+Pr7c7f3X6Dsqs1oR3ZrRo0ePSnluRkYGfvvtN6SkpKBjx44IDw/HixcvKvxcrpqy//F//B9XPg8cOJDyf3nlgzoL5ebNm6Gnp6eEoamIBeI/+fAf/8f/HtO9NhXRHzIyMmBsbAw/Pz9KuNG3lA/Tpk0rd3v/TaIel35gUlhWFFQZJ3lCCHF3dyeBgYGkX79+5NChQ+Tjx48kLCxMa0sbnSqrff/Rf/QfaaYPHz5Q/q/s9VdQUECmTJlCJkyYQBwcHCr8vP/kw3/0H/179PnzZ8r/5V1/L168IB07diQmJiZkz549Sivxt5YPqlb3H5nE37sBfInewXQFs7KoW7duZOjQoSQrK4u4ubmV+zn09rVq1Yq0bdtW+T8AcujQIXLp0iVCSJlLon379uTEiRPKyVO9enXSr18/8s8//5B9+/YpXRZGRkakT58+pHr16oQQQnJzc8m+ffsorkmpVMo6CU1MTEj37t3J2bNnSUZGBuNzutva0tKS1KhRQ9lOQsrcpXl5eUp3fKNGjYi5uTm5fPkyef/+Pe8+EovFxNPTk+jo6CifLxAISM+ePYlQKCQHDhyguFMkEgmlX1Xd7fR36NKlC/H29iaEEFJSUkJyc3PJP//8Qx4+fMhwu5WHJBIJcXFxIa6urqRmzZrEwsKCPH36lGzatEkZUhASEkJu3rypdM3o6Ogo28NFHh4epH379mTv3r1K95WRkRFp2rQpuX37Nnnx4gXr+7IdgAQCAXFzcyO+vr7E1dVV6W7Ly8sjKSkpSiFbrVo14uzsTK5fv04JhxAKhQwXur6+PmndujVp3LgxEYup4gMAuXnzJjl8+DApKipSXvfx8SHBwcFEKpUSuVxOTpw4Qc6dO6f83NnZmfTs2ZNkZ2eTPXv2KH+zTp06pHv37kQmk5G5c+ey9peJiQmJi4tjrLfKlg+LFy8mX79+JT169CC5ubmEEEKePn1KCCHk3bt3JDc3l9jZ2fHeqOjta9myJQkMDCxX2z59+kR27txJcRn6+/uToKAgIhQKSXFxMTl+/DgllEQqlZLQ0FBSv359RhhOaWkpuXTpEjl58iTFxSmVSkmLFi2In5+fci4TUhaSkJycrHQV6+vrkwEDBhAbGxtCSNm8ePjwIbl06RLJzMxknatc8srGxobUq1ePXLx4UbnWa9SoQbp27UqOHDlC7t27p7zX0NCQhIeHk9q1axNCCHny5AnZunWrci7a2toSLy8vpStRJBKRQYMGEXt7e/LmzRvy8OFD8vDhQ5KTk1Mp88fa2prUrFmT1KxZkzg5OSn77Nq1a+TAgQPKfvDy8iIRERGksLCQ7Nu3j+K2pss8Q0ND0rlzZ+Lu7q68BoA8ffqUXLp0idy5c4fVtc1FZmZmpHHjxsTb21sZ6lBaWkoOHDhAbty4QQgpkyM+Pj4kJydHYzgAIYTUrVuX+Pv7k927d7PuB/R3MjMzIxEREcTZ2ZkQQsizZ8/Ijh07lG5yHR0dEh4eTlxdXcnWrVuVYU9SqZS0a9eOHDt2jPOdBQIBadq0KWncuDFZtWqV8np5xvfDhw+kffv25P379+TMmTPEzs5O+dm3lg9SqVTr9n4X+m62US1p7ty5FBNwSEjIN/md5cuXgxCCixcvVug5dPBuQ0NDNGvWDFFRUZgxYwYlQFooFGLOnDmUrO3mzZvj3bt3DMgPPz8/JcTJly9fEBcXRwks19fXx7p161BUVITExERGskf9+vU5sxx37tyJjIwMzooPhJRlfw4YMED5v5mZmUYopKFDh2L06NG8XBMLFixgZHpaWFjgl19+wcePHxETE8P4jkAgwMaNGxngwl26dOGdka5gS0tLnD59Wmv4FicnJwwePJjSPrFYjMOHD7OW27O3t8exY8eU2KeqbG1tjV27dqmtRmRmZqYEIH/27JlG2BZXV1csXLhQWYrt7t27nMH2FhYWWLFiBd69e8eJgefq6opffvmFNYnmyZMnjBKILi4u+Ouvv5T3bN26lTIuTk5OuHHjBtLT0ynJUCEhIXj37p3ad9PX10d0dHSlyAcul/dPP/2kcQ5oU/OZLh/EYjHq1q2LsLAwjBkzBqtWrcKRI0eQmZlJAXin040bNyhIBFKpFFu3blV+fvr0adSoUYPyW0FBQaxQOFyZ2zo6OhgzZgyljJ+CcnNzGYmD9+7dA1CWTLVgwQLW5AsFC4VCrFixQlnHmwswXcF16tTBzp07Gcl2vXr1wps3b5TtOnXqFCUpxM/PD4cOHaJA0MTExGDw4MEaK0bR2dzcHC9evEBycrLGkpCq4xIYGMiQrdHR0SgpKcHmzZsZyTWxsbH4+PEjdu3axZBHAwYMwNOnT7FhwwZKkgobjxkzBllZWWrliY6ODnr16oW//voLcrkcpaWlGD58OOf9Xbp0QUZGBnbs2MGa2CQSiRgJngKBANOnT0dxcTHWrl2rFu80Ly+PUsOckDLosXfv3lFkpr6+PubMmaP2/QUCASMpUlv58OXLFzRv3hz6+vr4+++/GZ9/a/kwd+5crdr7vajKKJSVneVNhzAAygCsvb29oaenpxYygw9pKrdIX8yqi7JOnTrYtWsXA+5nwIABys3l8uXLDAEREBCAhw8fKttw7Ngx3lmMa9asobT/zJkzrOXNNGXT0TkkJEQJabJlyxaKssDWNvq1sLAwpQINlEGL+Pv7M74XFBSEZcuWccKVqD6fC9esdevWyk3p8ePHajHs+OKJGhgYMJQ9kUiEPXv2ACiDiNAG57Nx48bYsmULo8LDpUuX1NbQVrBEIkHv3r2RkJDAyHwkpKxWvCo8yrt379QCtavWCFcluVzOumnExcUpN42LFy9SNmR9fX0sXLgQU6dOpbwL3zKcqv9Xdpb31atXsX//fgonJSWBkLIKPfv371eLCUonbeSDKsB7dHQ05s+fj19++QULFy6kAELb2toqD8KfP3/GuHHjKHPAwMAA69atYz0EaMrcZqOsrCyKjHB2dsbDhw9x5swZ9OnThxUlQbU95ubm+OOPPxjPVQCmsx3E6Kw4bKrS0aNHKWgLrVu3xo0bN3hjZapDd7CwsFDGyCnaumDBAsaz+WAnuru7Y8WKFYzDl4ODA3777TfKO+Xl5TFKULKtb1VjgUQiQUpKivIZhYWFiIiI0NguDw8PJCYmMhAAFG2jY5OuXr2aV78KhUIKgsCDBw8Ysly1IhMbjFRgYCDS0tIoe59AINAa8F8b+SCTydCpUyelgYCNvrV8qCpZ3lVGoaxsHMouXbqgTZs2mDFjhhL9XgHbs2TJkgq1lQ1HSltwcDq7ublh2LBh+Pnnn9G9e3eG4Fi0aBElQDgrK4u3AJ0xYwal/XxqQquymZkZ6wbp5ubGWETnz5/nvZnWrl0b27dvVyrRnz59opzc+AoRY2NjtGrVSi2E0JgxYxjYeBkZGWrhjgQCAby9veHv789L6VHFS5NIJNi/fz8A4MiRI7z7OigoiAGyqyA24HihUKgRFFqVbWxscOfOHcpz8/LyKJh0bFiUihrhdHr48CFj03BycsK0adOQkJCAzp07aw2yTGepVIq0tDTGdW3kw6pVqzB79mylVSYiIgKzZ8/G7NmzOTeC8gbds8kHFxeXCtVGNjAwQOfOnZGQkIBp06YxrG70w6aCuGput27dWrmxsxG9JrSrqyvmzJmDevXqca5l1fXq4eHBqagCZcoEG7aoKuvo6CAmJobyXvv27aMcRurWrasWC1Yxf/z9/TVa+kxMTJCRkcHa3vz8fIwbN46hjFpbW6N169a8q6AFBgZSDtCq/bF9+3ZOjGAXFxfKb9vY2OD8+fOM57BhUdra2vLGeyWEvQY7/ZlcTK/wJZPJsHDhQkrbRSIRunfvjp9//hlDhw7VaCTgw3SlXRv5oPCuhYWFYdu2bQzmosqUD//hUFYyVXalnJ07dyIwMBDW1tYQi8UwMzNDYGAgAxi8PERHuhcKhRg/fjxmzpxJUSq0dbWwsVgsRoMGDZSu9G3btuHEiROsSptIJGKAoTs6OlLcX6WlpYwyg1w1c0UiEdq0acNq6VJXGvDYsWO8Qc0JKVPGx4wZw6gGoa5P1JVVU2WJRILNmzdzjuXFixcZfUZnqVSK0aNHY/fu3Rg3bhzvcRUKhRg+fDgnADn9NxR/9+jRgwFmrqC4uDjW77dp04bV4kxIGXCz6oZiYWGBq1evUp774MEDikLu4+PDGA+hUIgBAwbg9OnTylrTY8aMQWhoaLnwQPmwQCCAubk5+vbtWyH5oG7MVKuCqFJ5Nwy6fCCEoFu3bkhKSsL58+dx6tQpBsB7eSvoEFKm1ISGhlJc6adPn8ZPP/3EWIf16tXDkSNH1Na2v3r1KqUOtpmZGesaMTc3x5gxYxhWsU6dOqGgoIDz+TKZjIJryAcPNjg4GMOGDeN9yPT09MS4ceOwe/dujBo1SuNv6Ovr8wqDysnJ0Vh3vlatWmotmAr3+MKFC3Ho0CFMmDBBq4o/Pj4+Gut579mzhzJmCsWXCyScvgeMGDGCAqb/+PFjhnzR09NjfZ6dnR2OHz+Obdu2YcaMGYiKikKDBg0qXBGHi/X09FCzZk3GwZWvfKCXdKWzurlQGfLhv0o534gqs5b3tyS2Wr10plch6N+/P6ZNm0YR8EZGRqhTpw6vmtqauHbt2oiJiWEV/Kampti+fTtKSkoo8ZHlZaFQiGPHjrH2DV0xoX9v1qxZWLFihdp4Hzamn7AtLS1ZFSjV/rW2tsa5c+c0jueJEydYXdx0AWhqaqp13V0ubtGiBaPko+pmGRsby7rpy2QyRvwNG2uyChobGzP65tq1axRLS0BAACIiIjQq3HzY3t4erq6ulHesWbMmdu/ezVsZpYdjVFX54ObmhhEjRuDgwYMUxevGjRsMC5WrqyscHBzKVeObPh+6deuGXbt24erVq5xW2XPnzmmURwoA8uzsbEYc3NSpU9VujnK5nBK7R3+v1q1bY/fu3WprenOxWCzGvHnz8OzZM3z58gULFy5keCC41vmJEye0GuOrV6+yVihzcHCgKOOElMkubcavTp06WL58OWbNmsVQ2Dw8PPDu3TtebaTH39LfWVP/DhgwACUlJdi2bRurN8zAwADDhw/nfbhXx4aGhoy9UCgUYtq0abz3LDrQelWRD//V8v5GFB8fT+loc3NzRizZ96bPnz9r5T4gpGwDoSvLHTt2VFYhaNasGeUzS0tLhIaGIiAggHdQOBvThZGmWrMKgXvkyBHOijqEcJ/I8vLyGAkCdK5Rowaio6M5XWeqbW/UqBGSkpKQn58PuVyO1NRU3m7+Ro0aUWKhNFFaWhqr0DczM+MUvMHBwdi0aRPlGt/2EUIwf/58rFixghInp8r0UAUFvX37ljMRQiQSYe7cuSgtLcWNGzcwbNgwznEXi8WIjo5GQkICevbsCR8fn3IfbhS1pjt06IAmTZowQjYWLlwImUyGo0ePUvrIxMQEXbt21Wi90NfXx4QJEyjXqop8UOfqFovFaNGiBQYNGsTol6NHj0Imk2HBggUURUgoFKJJkybo0KED6tSpU25XuoWFBXx9fdGzZ08kJCRg0KBBnBYsQ0NDDBs2DDdu3ABQFouqiv2np6eHtLQ0jf2TmJjI+nw9PT2sXLkSGRkZWLVqFcLCwjQeZOhrLT09HTKZDCkpKXB0dGSMAVt4i0Ag4NVuOpWUlGi0VBobGyM1NRVyuRz5+flISkpCo0aNNJYS9PT0RHR0NKcs9fT01JgAIpfLcfDgQdZwmPr16+Pp06coKChAUlKS2jrddNmhjeeJzra2tggICEDHjh0ZIWKKkI33798zQjRatmzJK6yHHnpTVeRDfHz8924Wb6pSCmVWVhZjkmzZsuV7N4tCycnJjDaqBojzqTvapEkTHDt2DCtWrFCbCQcAz58/x6BBg1gXsrm5eYXcCIpkANUNacqUKRotYC1atGC4h96+fcuqJIrFYl5ClIvFYjG6deuG9PR0TJo0iXXzpD/b3t6e9yleldauXcvaBq4EnQYNGmDPnj0ICQkp9xjY2dkhMjKS85RPT6ZSJAnQBb2qMqyrq4stW7bg/v37OHz4MBYuXIjWrVtX2BJuamoKa2trxlx0cnLCrl27KBZVtqQyf39/nDx5ErNmzeJ1uFGwUCiEvr4+4+BFSNWQD/fv38eFCxcwa9YsBAQEaFwLRkZGmD17Nk6dOsV4Z9WkBqBMcdixYwdDgRIIBLC2ttZYElUTGxkZoU2bNli4cCEOHz6M+/fvY8uWLRSZ5+DggGvXrmnsm1WrVrH+Rq1atdC9e/cKhQiFhIRg9+7djOQtgUCAtm3bclrs165dq/UYFxcXU9z8AoGAdT7r6upi8uTJOHDgALp168Yqq/X09DRaCoVCIRo1akT5vo6ODubMmcNaM/3ChQuM8pRs/ZWZmYlz585h69atGDRoEFxcXCpkCReLxayhGyKRCIMHD6YUFPn8+TMDwcTAwAArVqzAkSNHNJbpZGM2Q09VkA8PHjz43s3iTVVKoQTAiDfz8fFRG+/zb5JcLlebmUgXGE5OTrwXqL29PSWbtqCgANOnT+cUhIrEojdv3qBu3brK6+bm5ujYsSNcXFwqHLMiEAjUbkiKGuGfPn1iDXjX9Puqn1evXh337t3D4cOHERoaqrHf9PT01GZid+jQoVyn0xkzZqj9XT4btEgkwvjx45Gbm8uwyKizurBlMwoEAqSmpnLW3FZlbayjXGxsbIymTZsiICCAcn358uXKPuKqEU7PCP/y5QtGjBhRYXetKtMVrB9dPgQHBzPu+/DhAw4cOIBhw4ZpNWajRo2iHDb5Zm6/ffsWV65cQVpaGubNm4dBgwbBz8+PdyKJOra2tkZCQgJ++eUXta70bdu28Zrv6tbK9OnTkZubi7i4OF4H1Pbt22PUqFGcvzFz5kytx5hex5x+uJJIJJweB9X3Dg0NxeHDhyGTyVBcXIzTp08jISFBo1JNl6m+vr7KRCKumtt16tTB+PHjERgYWOG1KBKJ4OLigo4dO1KURw8PD2U9+sWLF7N+19DQEDNmzKAgrJw6dYpR5aYiTFfsq6J8+JGpyimUBw4cYEwSdZlW/yaxZdlyMd0VZWhoCHd3d7UL2tbWFn379kX//v0ZQdqq3xswYADkcjm+fPmCVq1aUb4/adIkRvzmt2ShUEixVqhje3t7VuFRo0YNRmJEdnY2unTpwrpxiMViBAYGslrcVPupdevWWsND0WO86Ozj48PZv6rCPigoSGk9WLBgAeW+yMhIrVEBKiPOlpD/c00HBgZyJgIIhUJ07tyZUu5QKBRi7969lL66fPkyIw6UkDL31ciRI9G8eXO1hwojIyOt4q/Mzc2xZ88exvUfWT5wJQG+evWKYUWqVauWWiVP4R4fOXIkK7SWpszt0tJSHDt2DJ07d+Z0XVarVg2BgYEVcqWbm5vDx8cHPXv2RHx8PAWTV9PcDAwMxIIFC9CzZ0/KZ4owm5KSEkpGL9f8qlGjBkPZVn3nESNGaK1oFBQUUOQtXZY3b94c+/btQ48ePVjllkgkQnh4OLKzsxnP/vr1K4YNG0a5v3r16moPkKrvxZWQ9624Ro0amDx5Muzs7Cjz78uXL5DL5RTcRno/WVpaYsCAAejTp49GRBA3NzetZB/bvVVRPvyoVOUUypKSEsYpzczMDHl5ed+1Xc+ePeO0Tmk6LdeuXRvXrl1jgN7yOWUrslwV/zdt2hRFRUUoKSmhCGqJRKJx8z579ixSUlI0WiYkEkmFYmVUn9OgQQOMHTsW586dQ2lpKa5evco4wfv5+VFAlf/880+t8DANDAw43UZ+fn5aub9v3brF6jbj+m11/RQXF6d87po1ayifhYeHUzbspk2bViheVpXp/Wtra4vt27fjyZMnlIQJmUymEbBX1YImkUjw559/UvpLLpcjOTmZsrGom8v0Z6ekpGDJkiUa14KFhQWeP3+O4uJiBurAjyofnJycWLP12cDKU1JSsGXLFsaGyMeiZGdnh+TkZE4FiQ8AOSFlB1XV9paWluLJkyfYvn07Y+OvjEQtxdzs0qULNm7ciLdv30ImkzHqtqu6pceNG1eutajqzejZs6fWWbVv375lJCCprovIyEiNsEQKbty4MU6ePEkZH3qMfVxcHEpKSlBaWoqzZ89i3LhxaNiwodaJSmxMT8hhAwZXrM2zZ8+qVejoz4qIiIBMJsOXL18oCYzm5ua85jJ9DMPDw3HlypUKJf5UNfnwI1OVUygBYP/+/YxJERYW9t1M13K5HKGhoRonLl35o3+m+n9UVBTevHmDe/fuYdSoUbxcqVKpFImJibh58yaioqLU3qtq+qfDxNy6dYvTqhgREYHjx49TlNPIyEh06NABjo6OFXKj6+vrcyoOzs7O2LNnDzp06MD4rG3btrh69SqrsqdgAwMDzmzhBg0a4NWrV2rHWCaTYf78+bwBzXV0dDB16lS8e/cOy5Yt4xz3TZs24f3797h69SpiYmIo84Dvb3GxkZERGjRogAEDBlCspoGBgTh+/DilTaamphTQYQWVlpYiNjaW8lx1Bw59fX2cOnUK6enpiI2N1SjoBQIBGjVqhJ07d+LDhw84duxYuVxcurq6OHr0KKtLj5AfUz4ocEhViQ7nYmtriyNHjjBApqtXr47jx4/jw4cP2LFjBxo1aqRxQ65du7Yye/zDhw9qAcjpYzxy5EhWJev48eMU2aQKVq5wpaempmLIkCFo0KBBhSzpAoGAEVMeExODq1ev4t27d9i4cSPr98zNzbFs2TJl5TF166pevXr48OGDVuP76tUrzsQVS0tL1vhJU1NTjB49GhkZGZwZ4R06dMCePXso8a8ikQjt27dHeHg4vLy8tIo1prNYLIajoyM6dOiAhQsX4vfff0dOTg5kMplaEPR27dpREhrpMFKa2tSvXz/cvHkTiYmJvKzcZmZmGD16NO7du4c3b94wkp0qI2SmqsiHH52qpEIJgDVGa8GCBd+lLT///HO5hCMdPkLBjRs3xuHDh3Hnzh3WMoj29vYa3eNsbGFhgaFDh1KUCzqQtVwuV+uCGjJkCKXd2uCjVTY7OTlh7dq1KCgoQH5+PsO9yoaPySWA6tatywl0m5WVBT8/P8r9bIqvQCCgxLQqMC5LS0tx9+5d9O7du8JKYnlZX1+fojiMHj0aDx8+pGBJCoVCLFu2jCFY2YDue/TooRF4mo1NTExQr149xoGlWrVqWLlyJR49eoSEhARWC5dAIFAbU6hpPfxI8qF3796Ue9gAp319fbFhwwbGGouKisLbt29RXFyMFStWMOSIrq4u6tWrV66Em3bt2qF79+6Ua2xA1nK5HEuXLqVYjBRg5XK5HJmZmcpsbD5Kj0QigZ+fX4Vc6XQWi8Xo3bs37t69i9LSUmzevJmyBgwMDFjnjIWFBSZMmMAKBE+nZ8+eKQti8GEfHx9s3rwZnz59ojynsLAQa9eurRRsYjbm41Hy9PREXFwcjh8/jrdv37Ji2jo7O7NiXNKB7mvUqIFhw4aVa39wc3NjdeVHREQo4+i5PFRceyof/pHlQ1WhKqtQ5ufns1qcypOVVxGiuyrZmE1o1alTR+vF5u7ujvT0dMjlcpw6dYqi1GjCFXR0dMSAAQMofebo6MjIIGN7n4q6txVwH2zKsYuLCwICAir8G6p9IRQKER0djXPnzuH48eMYOHCgxkB4RX/k5uYq+6K0tBSrVq3SGAOqugE6OzszXIflzWDX1P+KmtuvX78ul8unZcuW2Lp1KyMLvX///oz60XK5HLNnz6bcFxQUhKCgILUKgEAgQIMGDTBr1ixcuHBB6cJ5/fo1xowZo7WC3atXL4b7nCvOiu3ZP4J8sLa2Rn5+vvKewsJCxiGuR48e6NGjB+WapaUl9u7dq7bm9tixY5XPlslkyuzxhg0bqlW4dXV1ERISwkh6nDNnDuOd2ErihYSEICUlpVy1sWvVqkWxCipc6QqA9/Hjx3MeDvkyfQ26uLgwwgrYvhcUFIT9+/ezZkvn5OTwimHU09PDwIEDcfz4cfz9998UQO9mzZqV+910dHRQq1YthISEoGvXrqwhC4qa2x8+fGCECqhj+lxRlUG2tra4cOECoz8ePHhAsaZaW1ujf//+DIQBOqseHsViMU6dOgW5XI709HStlHXFb1YkNOhHlA9ViaqsQgmwJ+gQUnbS+Nbma7lczssyKZVKNVpOjIyMsGLFCiQkJHC6E319ffHnn39CLpcjJyeHooyW50Svr6+PhIQE3Lp1S9lXN2/eZLisDQwMNFbp8Pb25lz49KL2Z8+eZVj7VDkoKAjXr1/H8OHDK1yST8GGhobw8PCAl5eXxncxNTXF/fv38ejRI0YmsyqLRCK4urrC29ubV3wgX/by8kJqair279/PGYcmkUgQHx9PyZh9+fIl64ZiYGAAf39/tUk+AoGA8Q5+fn6UEnAfPnxAeno6a7IHH27atClSUlIomfXv3r3D1KlTOed806ZNsW3bNoa719raGvXq1Sv3IeR7y4cDBw4o78vOzqbUSlcchuibYnh4OF6+fKk2c5uezPH582ekpKRwxvZp4oCAAAa4el5eHuN5dnZ2amWclZUV/P39Weezq6srXr58ydmPHz58oKxDAwMD7N+/H9u3b1dbY15btrOzQ8OGDeHq6sp6ALS3t8fMmTOVXoyMjAyNGfjm5ubw8vKCh4dHhVzTqmxgYICYmBhkZmZCJpNxZm77+fnh7NmzjP789ddfGQewOnXqoEGDBmrH0NzcnCKPpVIptm7dSpnvt27dQnx8fLniZ1X3sGrVqiE3NxdyuRx//PEHJ3KKsbEx4uPjsWLFikpBJFDwjyQfqhpVaYUSAJYsWcI6KGFhYd8s0PbZs2e8YibpsUlNmzZlNcnr6emhffv2vCyW7u7uvIDTJ0yYgJMnT2LKlCkaq87Y2toiMjKSdza2KteoUYNTSRszZgzrwpTL5di7dy9j0xQIBGjXrh3jRCuRSDBu3DgkJiZShF5lCel/i01MTBAfH6/E63v8+DGrlV2Bjcd1srexsaEkKSkoJyeH83TerVs3/Pnnn1iwYAEvq4qif3v27ImAgAC1sbE6OjoIDw9HUlISLly4oFbBNjc3R+/evdG1a1deVuOwsDDcuXMHW7duZWzg7du31xizy1XW8nvJh6VLlyrvO3nyJEUemJiYUCBnFNe2bduG27dv8665nZWVhXHjxrGuS1UA8uzsbCQlJSEiIkJtMocie7xnz568DnmqpQP/+OMPzlg8Ozs7zrKWQBnkmaoyYWxsjL1796Jv376sz7OyssKjR4+QkZGBQ4cOYcqUKZUClUVfm5UJY0PI/wF6d+3alWGtTExMxNixYxnj4+TkhODgYIbyW7t2baUVm4vy8/MZ1m8LC4tyoX/4+PigR48eGrOx69SpgylTpuDkyZOMAgRsbG5uzquGt5WVFdq3b19pYRIK/hHkQ1WkKq9QAsDMmTNZB8fU1BRbt26ttNOGXC7H1q1becUmseGBqf6vo6PDqcCJRCLExsbi4sWLmDhxokZFUyKRUASLalm+8+fPU9prYWGhtUWNvvFHRkZqdOP27dtXbaYkvYIMF/fp04ey6Rw6dIj1NNqzZ0+8evUKt2/fxoEDB7BkyRLExMQgODgYNWvW/GZ1YhXCz8fHB+3ataO4WXv16oWTJ09SrINGRkY4dOiQ8n2uXbvGS7Gic2hoKOu8vn37Nuf8tLa2xsGDB/H161c0b96cc3w1sUgkQu3atSnKfWRkJIqLiwEwy2vyScRo2bIlduzYgfT0dAYAvsJqd+nSJQokDB+2sLDgxA79t+WDKq7h2rVrKXPSwcGBoagEBQXh0qVLGDhwIMMa6+npSam5/fXrV+zZs4czrtXT01MZb6xKxcXF6Natm/I+gUCA2rVrax2moaiNfezYMWV84IEDBzgT4UxNTXH79m3Ovnzx4gXFAmlmZoa+fftyKr66urqU6jC//vorZd5ZWlri1KlTFLghHR0dBAYGonHjxlpXN9OGVV3TMTExWLJkCQ4cOIDbt28r++rUqVMUOW9sbIzDhw8r30dTjXArKyusXbsWX79+5T1fd+3axXroEAqFSExMxO3bt7WKg1VlW1tbymHJ1NQU58+fV66TmJgYijzRFPpSrVo1TJo0CRcvXkRsbCynPJdKpZUWp/495UNVpf8nFEoACAsL45wYjRs3RnJycrnLLH3+/BnJyclqQcvpC1J1gtMVuICAAKSlpbG6rggpi8PbvXs3SkpKcOTIEXTo0IE3NE2PHj2UitzJkycpgqBx48ZYt24d+vTpwzt4WUdHh7K5zJo1C7///rva+sodOnRQK9hWrlxJuZ/rxG9paYmNGzdS4pcePXrEcK8LhUJK7Isia/qXX37B/PnzER0djZYtW1aqa5qQsrABDw8PhIeHY/z48Vi3bh0jE3zKlCnIzc2lZIEKBAL8/PPPSkG1a9cutb+jp6fHKtBVwcRV6ezZsxQlkX5679+/Px4+fEixgPINL1BU5Zg6dSpmz55NedeOHTsqgbXpdb/VKSiWlpaYNm0anjx5AqAs9m/z5s2MeaGnp4f4+HgsWbJEKyX49OnT310+dOrUCUCZAjd06FDGelf938DAAEuXLsWUKVMY72lvb4/k5GRlLOqTJ0+QmJjIapmWSqXo27cvzp07x7opfv78mYKaIBaLMWfOHEydOlUrWC4XFxdK7fH3798z4KZUD896enqMOvGq9OTJE0opPSMjI8ahxMjIiCITFeUR5XI55s+fT/msQYMGePToESZPnkx51/nz52PdunUYP348wsPDUbdu3XId7rhYEUrSqlUrREdHY/78+UhLS8OVK1coUGX0w0WtWrWUYOQKKikpwcaNGzmNC0FBQWoVdDZ6+PAha8UZGxsb/PHHH0o39uLFixEYGMgbksjCwgJ9+/bF2rVrKWvC0NBQCYckk8koVlJ18kEgEKBjx444cuQISkpKsHv3bk7vja+vL3755RetQ3PU7Yf/pnyo6vT/hEKpqXqJgs3MzDB27FgcPHiQM6NXQc+ePUN6ejrGjh2r1elVVZAZGRkxahZPmDCBERNGCHu2tDozPttnYrEYI0eOREZGBo4ePUq5h6/CYGpqqlV1CvppUCgUYuXKlZynuvnz56v9fXNzc4Y1pm7dujh48CD++usvirWPfp+lpeU3tTSUl/38/DB37lxGFZfevXvjyZMnGDduHONdDA0NGX1LF7o6OjoUuCdVOnToEOV+eq1bTbG9BgYGvPpSV1eX0vY2bdrgzZs32LlzJyeEU/Xq1VljOhWA6ceOHUNpaSk+f/6M+fPnMyzS1apV43w22zPHjh3L695vLR8mTpzIACunW4j8/f0xbdo0xgZnbGyMn3/+GZ8/f9YIQO7q6opFixaxhkUoqLCwkIKKIBQKeSlTZmZmai3OIpGIIZtU555YLKZY3uj08OFDioJNn/O6uroYMmQIxZWdkJAAoGzjpqN/NGvWDHPnzlUbt/292NzcnLEOfHx8cOfOHaVRQFFzW7XamWK86HNEKBRi4MCByoMZF8nlcqxbt46xJ9AVRk2xkLa2trws2aq/o4D3ysjIwIgRI1gtjeoUV7Z9j23vZIOX42K+iT/fWj78Z6H8AYirjBMftrGxQXBwMLp3746+ffuie/fuCA4O1hgPwofpi9XT0xPdu3dnLEBF5nZpaSnWr1+v1vKn4Pnz5+Off/7RupqKpkUbHh4OoCwDd8eOHbxihbiU3uDgYAq8hFwuR0JCAudzHBwckJKSAplMhoyMDHTq1KnCY0BnExMTWFlZqXV/BwUFITc3V6PCYmRkBEtLywpncHMpdXXr1sW9e/fQv39/tYqfk5MTw42pIHo5Oz6uoKioKGU2tlwux6pVqyjvyCdWSV17Y2JiAJRl8p44cQLh4eGsfeji4oIFCxbg1atX5c4IFwqFmDZtWrnH5lvKB5FIROknhTWxRo0ajDFTZG6/fv2aE4BcUWXl+PHjakNN3rx5g+TkZF6ZxapjLRQKsWrVKsjlckr2uKba43Q5o64qyb179zi9CAKBAP3798fdu3cpMeH+/v5ISUnhjBnVhnV0dGBlZaUxRKN+/fr49OkT7t+/z6kwiMViWFpaljtZRFdXF87OzqzvFBYWhoyMDGW5VXoVHF1dXUyZMoW1zOWTJ08YccU2Njbo2bOnxlh7e3t7DBw4EDt37lTi9tKTytjGXBu2srJCdnY25s6dSxl7rnuTkpJQWlparoxwQsqSIMvb1m8hHxQlk6sqVWmFUl2W9759+74ZppeTkxP27dvHKJnHtgBEIhFatmzJOO3Z2Nhgw4YNyM/Px6pVqyh4gOq4c+fOeP/+PaXqgoWFBa939fHxwcSJE1nj0FxdXSmKyfjx45Wf8clUJ4RpMTQ1NcX27dtRWlqKESNGsH7H0NAQffv2xaxZsxAdHY3WrVvD0dGxQmC1urq6CA8Px7x587Bt2zbMmjWLUpWBjU1MTJCamqq0rBYVFTHgdNjY2NgYUVFR2LhxI9avX48JEyaga9euaNCgQYWrVtja2iIuLg4JCQmc4RGElMVTKkiRjc0HVFx1DFT7ITMzk7LOfv/9d8rGZmJigvHjx6NPnz4aD0C6uroM68qGDRsoz3/69CmmT5/OqkxIJBL06dMHZ86cwcOHD1nxZ9nYwMAA0dHRrJ99b/lAXye1atVixI0S8n81t8+ePcsJQG5nZ4fp06dzWqW+fv2Kv/76C1OnToWvr6/GbOw+ffpg/PjxFEVIFaycjU6cOMEbqkUVXF1V3ly/fp0ztszHxwcJCQmIi4ursDIvlUrRoEEDdO3aFRMnTkRSUhI2btyIqKgoXrG+7du3Z0BqKVyabO5jQgiaNGmCmTNnYuvWrZg3bx6jCpa2LBAI4OjoiNatWyM6OhqzZs1C7969GWExFhYWWL58OYqLi5Xxe3QFl281tujoaEqdeFVig71q164dJk2aBB8fH42y3MnJiWJlbNiwId6/f8/bqODh4YFVq1YhPz8fSUlJvMO56HJJwd9bPvyX5f0diA8OpUwmQ3p6OoKDgytlIgQHByM9PZ1SDkkdDqWtrS3j9GpoaIhZs2bh7NmziI6OZnUrWFhYIC4uDnPnzmUIHj09PV5WTDoLhUK0a9eOVcmgu07V1ST39fXF5s2bUbNmTd6/XVll2FRZIBCgfv36mDt3Lg4fPoxdu3ZRNht9fX107tyZVbjQBVxISAgrWO/Xr195KzCElNXqTU1NVW44paWlGDRokPJzkUhUaTW36ezl5YVmzZppTD4SCAQYOXIkpk+fzunidHd3Z1g32EDQO3TowDtjnN4GhbWL3t/79u3jTLypV68eZwIenQMCAn54+SAWi1nXY+vWrXHq1CmsWbOGExqnXbt22LdvHyNWWVtQ8SZNmmDhwoW4fv06ZDIZJ1g5GxUVFWHixImU+/X09DB9+nSMHDlSoyIhFovRrFkztG/fvlJKuSrY0tISAQEBCAkJoayHQYMGKa23RUVFSE1NVQsNRudevXppTHq5evUqBg8ezCnXO3fuTFl31tbW2LlzJw4dOoQ5c+bAy8urUiq/qLKZmRkvhV9RtWrKlCnYunUrQ0H29PSkJD6pEhswf+3atREYGFiu97GysmLsfVKpFHPnzsX48eNZ3dz6+vqIjo7mlR2umCf0az+CfPgPh/I7kLaVcrKyshAfH49WrVrxdkMYGxujVatWiI+PZwCAqxIbnhTdmiAWizF06FCsWLGC8yTr7++P7du3K0+CY8aMKffkbdWqFSIiInidQFWTOy5evMhqCdHR0cH8+fPx9etX9OvXT3ndwMAA48aNQ7t27cpVmYONzc3NUa9ePUrYgEgkQkREBENJMDIywpw5c/Dp0yfk5uaqVXTpyqWBgQGSkpLUZvHJZDKKUqjKhoaGrH1laWmJSZMm4Z9//kFpaSmnQGrdujXDMuXk5FRpNbsVGbuDBg2itMHAwAAXLlxAZmYmJ0Zhx44dGXVkP3z4wIgDVWVHR0cMHz6c9zywtrbG4MGDsXv3brx584axXsePH18uN2b37t1Zsfl+JPmgo6PD2Gg9PT2xatUqDB48mDXm2dzcHOPHj0dWVhbl+W/evMEvv/yiFai4ubk55RDJBlbeqVMnznCKa9euMeZu06ZNkZmZiQsXLlAUquDgYERHR6N27dqVpjja2dkx3tXHx0dZEvDmzZuUOEtFfe5//vmHEzlDKpVyKuDR0dFa1VV+//49Vq9erdbzVLNmTeTm5uLjx4+YM2cO47BpaWmJuXPn4vfff8emTZsQHx+PHj16VGpWuqmpKdq1a4clS5YwrNwlJSWYN28eJdRER0cHc+bMYQV6B8rQO7hCU8RiMSIiIhgVzbThsWPHKufr9u3btToQKNjCwoK1DT+SfPivUs6/SPv27WMMgDa1OEtLS5GZmYkdO3Zg7ty5mDZtGiZOnIhp06Zh7ty52LFjBzIzM9XGIqmSXC5Xm0UaHByMn376iXWjNTIyQkxMDG7duqV8Xl5eHgYPHsxr0kqlUobpfsKECcq+ePbsGScOnEIwKyoT5OXlsZ7a6tWrh507dyItLY2xgMt7mhYIBDAzM4Ovry9GjRqFXbt2KbMfDxw4QBHs1tbWyqzQgoICTJ8+nbHhGhkZqYXLoceDtmjRgtPywjZfRo0axfkerVq1Yj0VCwQCVuVQR0cHO3bsAFBmlaPXym7Xrh0l0UwikaBNmzZwdXWtkKtM9XChp6eHxMREHD16FHFxcaybwKRJkwCUAZAvX76cM0ZJAa+h2HAfPnxI2ewtLCzQqVMntTG/QqEQvr6+mDp1Kv766y+lJejLly/YunWrWkWWzmxr50eWD9WrV0d0dDRnWEazZs2wdetW5UFTWzd2p06dKIq5s7MzZe4/f/6ckbQydepU1vcrKSnBrFmzKJY/HR0dTJgwAUePHkViYiIlo7sicF1SqRSurq5o27YtZX7OnDmTYcUeMWKEcs5kZ2dTvBXt2rXDnj17EBISwtpX7u7uaNmyJWc7Ro8eXW7oGLlcjmPHjjHiHFXXDl2JNTAwwPTp0zmVeQW9ffsWly9fxs6dOzFq1Cj4+vpWSNGku9IVWek7duxgKMa+vr7KTHS5XI7Tp0+jZ8+enMpkRESEEtdRLpdTQqoIKXM/8w0RGjx4MAUj8tatW4iJieHt/WHDJv0R5cN/tbz/BSopKWGcTM3MzL4ZCClfevbsGUOhEYvF8Pb2Zp3UDRo0QFJSEgoKCvD582ccP34ccXFxFa7+MHPmTOXCkMlkjHqsXG7OWrVqsS7IyoTRUMe2trbo168fBROPEIJGjRoprQ70/g4NDeXcTM3MzFg/k0qlWLp0Ke/FriC5XI74+HjO9ru7u2P9+vVqhaqqQlezZk28ePFC+fykpCTK5lu9enVerpvKAvQVCoWsAp2t7jYhZadvensvX76sfJ/Hjx9T3Lk2Nja4desWLl26pDH4n5Ay62+nTp2watUqZGZmQi6XY9y4cWq/Y2pqilGjRlUZ+SAQCODv78+qBKgCkGvjxlYFFb9+/Tpu3bpFUa5q165NWU+XL1+mHLb09PSUEDyqVFhYiP379zM8AHQM3PKyjo4OL1nj7u5OCbPQ0dGhxOS+ePECrq6uys/t7e1ZwzJ0dHTQs2dPrFu3joGAoMoJCQkVwiHMyclhJH6os7qHhoZqzCAGyg4B27ZtQ1RUFK+40sqwDNPlgI6ODpo3b87pFaLP6/HjxysPnXK5nDc6Cxer1h7//PkzCgsL1SqlAoEATZs2ZRzyf1T54OTkpJVV/EegKqdQsiXiqMsc/DdJXeyhQtj369cPf//9N65fv46FCxciMDBQrVKgo6PDOB3u2rWLsyJJp06dcO/ePbx7946RVNK2bVuKklVRsG8FoHdERAT8/PxYn6ejo4MjR45gy5YtWscPuru749dff6UEg+fn52Px4sUaE04aNWrE6B+xWIyUlJQKjbFq9iEhVCVRJBKhTZs2vEGAGzZsqKxhnJOTgwkTJmhUEIVCIQICAii1sa9cucK5YdjZ2SEsLEwJ8F7Rzd/Kygpdu3bF5s2bkZycTFFGdHV1kZqaquyr58+fU9yiFhYWuHr1Kj59+kSxdBsbG2tUnp2cnHhZX1atWsW4VlXkAyH/B0Cem5vL241dr149Bqg4UBbPpxrm4enpSTnEpKamUpQEOzs7JCcnY+vWrZg+fTr69u1boVrTYrEYNWvWRHBwMMLCwjgzuDt06IDi4mJG9rgm+SSVSjFx4kTk5uYCKHMza0JncHJywrx58/D48WMkJCRQ1g19bcybN69C480GVr5kyRJKUQE2rlWrFhYvXkyJo/v8+TNOnDiB8ePH84bMIqTMc5OSkoKSkhLWjHAdHR00a9YM4eHhleJK19HRQaNGjZCYmIgDBw5QgOQJKYtXf/fuHe7du8eadFO9enVcuHABO3fupOxVHh4eaueDVCrlhZ3Kpvz+yPIhPT39ezdLK6pyCiUd8sDHx+eb193kS3K5nBW8tFatWpg+fTrWrFmDvn378hbQ9evXx4YNGyjX1qxZA5lMhgEDBnB+TyAQME6T5XVNm5mZMVzqMTExePfuHYqKirB8+XLOrDpDQ0P89ddfyv55/Pgxo5JHtWrV4O3trfYEraurC19fXzRq1IjV+mdjY4P+/ftzWoNVWSwWY926dRUa5+XLl1OeyeXKlUqlSigJrv43NjbWWPJM9bvR0dGsbaKDxdO5Xbt2uH79OkpKSnDp0iXK5m5mZobatWuXu8IEfeyCgoJw9OhRPHz4EC9evKAIemNjY5w7dw7v3r2jWOPr1auHu3fvIiUlhVf2OBubm5sz5ldVkA9SqRS9e/fGmjVrkJCQwDsbOyUlhdOade7cOUqsl4+PD16+fImHDx/iyJEjDDlaXguWkZERvLy8KIqIwlpdUlKCa9eucVbvIYSgX79+nPF4AwcOZF0DbOzi4sIZ2yYQCBAaGorDhw9DJpPh5s2bDKWMvoZXrFhRobGmg5U7OTmxokZ4e3vjp59+YrUySiQSNGrUCL6+vmoPmvr6+qxlfdu1a8fw7nz+/BkLFixguH1VM8IVrvRdu3Zh3rx5GDRoEFq0aFFhWCYFayrxO2DAAMhkMqxevZpyfcOGDVop02zzgG6N/tHlQ3Bw8PdullZUpRTKrKwsxiTZsmXL924WhZKTkxlt1GRNc3R0VC5aVQGUmppKOTUnJiYiOzubEVDs7OzMG7hcE2uyYI0ZMwYymQw7d+5kYOapCn1zc3OKC1RBpaWlWLNmDWfmt0QiQc2aNXkpwB4eHti4caMydiozM5PVfSUUChmVFYYPH65VmTI6bdy4UWP1oilTpihdFv/88w/69+/Py3ppYmLCiPlU3fCTkpIY7ZHL5ejSpYtGgRoVFYXc3Fy1db/ZfrMi88nZ2ZniztHV1cWGDRvw4MEDijLdrFkzpYWttLQU169fx4IFC3hV6ahduzbu37/PuF4V5ENAQIBWbmx14RqFhYXYsGEDpb9MTU3h7OxcKa7ppk2bYvPmzTh//jxevXqFL1++UBRGRX3u3NxczprbCh42bBjnu6xbt45zHtrb2/NK/DIwMED//v2V8aIlJSWMSlZisZjikhYIBPjf//5X7vH9+vUrhg0bRmmHo6Mjw7pGr7n99etXbNy4kRPKhr6OFdnYx48fx5gxYyiySF9fH2vWrNFYz3vcuHGMdeXi4oJdu3YpxyUjIwOjR49m7W8dHZ1KKXNoYGAAZ2dnyju0adMGOTk5SExMpMiS1NRUisW+RYsWGDRoEGflHNU5xOa9qAryQV1Cz49GVUqhpMewmZubl6sc0qVLlxAbG4u6detCX18fDg4OiIyMZODvlYc+f/6s0W1gaGiIsLAwrFq1Cvfv34dcLseSJUuUn+vq6jKAnM3MzDSe7Piwrq4uK2YZIQTjxo1DYWEhkpKSKKUCVblBgwaswMqq1gErKytKkhEbZWVlUWKdCClTJnfv3o1bt26hf//+vN+3fv36aNu2rcZKD3Th16pVK7XVRNTR1atXWTM46Yq9i4sLgoODebuSateujfXr16OgoACzZ89mvUcsFlMsvwp6+/Ytq2ClbwYSiQRNmjRh3SR0dXUxYMAAXLp0CXl5eazWZ29vbyQmJlJqpZdXWbGwsKCMS/369XH69Gm8ePGCsiFqUk4IIYwsZb7yobCwEImJiZRxSk5OZty3YcMGtGjRAlZWVpBIJHB2dkb//v0pteY1ER/5QAi3G1sul+PFixc4d+4cxTXt5+dXLquuYj4pXNMxMTFITEyk4NwSUnbAVZTNU5BMJqNk05uamuLs2bOIi4tjrEX6O8fFxXEqPKdPn+Z0b86ePRsFBQVYv3692thH+m+HhIQwDsAeHh5o06aN8n+RSKRMlisPvXr1ipHcQ+8H1Zrb5XFj6+npoX///rh16xauXLnCUED9/f21UkC4aoS7urqq3QOSkpJQWFiIDx8+MFAwjIyMMGTIEMTHxyMyMrJCuMISiYQyd3R0dDBmzBhKvO3SpUshk8k0/gZ9ffCVD3z1hW8lH+Lj43l//3tTlVIo6YtVASGgLXXt2hU2NjYYOXIkNm7ciNmzZ8Pa2hoGBgZa10NlI7ZSbwpw3tOnT+Ply5e4cuUK0tLSMG/evArjXAkEAobyZG1tzSqUuYRwaGgoxVqQlZXFa+Ojxyra29trVMy/fv3KCXTOJRS8vLzQu3dvhISEaMS11NPTw4gRI3D+/HkkJiaqtd46Ozvj5s2bvMc2OzsbvXv35nyet7c3r82hVq1aaNWqlVpXeGxsLJYvX87afktLSzx69IjRvrNnz7Iqd3xjO6Ojoykb/aVLl1jdbWZmZtixY4fy3pKSEmRnZ2PBggUMuKfyHoQMDQ3h5eWF8PBwjcqSk5MTo6whX/mQk5MDQsosSa1atQIh7Arl8OHD8dNPP2Hx4sXYtGkTpk6dCmtra1SrVo1XIoWC2OSDqhv70aNHePjwIY4fP461a9cqa017eXnxjs+ls76+PmVe6OvrY9GiRcjJyVG6nOVyOVJTUxkHjejoaEbGsVwux/Dhw5X36OrqIiYmhvFdc3NztG3blnJtxowZnMpkbm4uawiJoaEhli9fjtjYWLWu7datW/MC9G/QoAFFYZJIJBUClL5586baWFcDAwMkJibi/PnzWLx4MYKCgtSuC319fQQHB6NXr168EjUlEgkWLlxY7iSOq1evqq1/rauri59++gkXLlxgHbtff/2V4bb38/NjKPFCoZAR8lUZOMWaUCDEYjFj7+MrH/jqC99KPrRq1Yr3d783VRmFsrS0lJHUcfDgwXI969y5cyguLqZcy8rKglQqRZ8+fSrc1vT0dMZi79GjB3x8fModh0JPphkxYgQOHTqEU6dOMYKRZ8yYgdLSUty6dYtXIkydOnWUySFAGWyRqiBgw2xj4xo1amg8jeXn5zNc9nXr1mVVgnR1dTF48GBcu3aN8oyioiL8+eef6Nixo0a3rI2NDSIjI9G2bVtOK5qBgQH27t2rsd1sLiI7Ozu0aNGCl3vY0tIS8+fPR3Z2tvK5aWlpGk/WDRs2ZN1kGzZsSLFeKWjOnDlazS0TExNK+2fMmEF5nrpkkm7dujGsvGwg6LNnz8bff/+NLVu2sFaFqQjXqlULr169Krd8KCoqwvPnzwGUZT0Twq5QstGVK1dASFk5VL7EJh+GDBmCdu3awcXFpVJc0/Xq1cOWLVvw999/Y9asWYwEh4cPH1La9OrVK3Tt2pXyDFtbW86626quSKFQyJifurq6mDRpEoYMGUK5vmjRIs5++fjxI6tVzNLSkld8tGp2ek5ODubPn8+rPK1QKMRPP/2Eixcvlksh27t3L6dSJBQK0aZNG3Tr1k1tNraqG/vkyZOMajwKwHS2THiRSIQBAwYwxpQPyWQyHD58WC1ihkAgQJ8+fTTWCM/Pz0ePHj0437Fnz55KbF46CHrjxo1x+vRpHDp0CLGxsRSvRUWB3iUSCVasWFFu+VARfaEy5IOxsbHWqCTfi6qMQpmZmcmYKNpo/XzI29sb3t7eFX7Os2fPyjXxdXR0KNagGjVqYNeuXZQYHxMTEyUm44ULFyhxcPr6+tizZ4+yHapB7VxsZGREAUp++/Yt5URMX8yWlpZo3Lgx66bn4OCA+fPn4+XLl6z9cvv2bYqiqklQSKVSLF68mCHknz9/zsgQNDc3R0hIiMbKLepAaRWKuCpxBbFLJBKNJ2sfHx8GiL2xsTGSk5Mpp/y1a9dS7mnRogXrxsEWr9S9e3eGxaCkpIThslRlW1tbNGzYUG3/r1mzhvJMVfgpusXSysqKkY1YUFDAGKP+/fujqKgIMpmM4Z5OSEjA5MmTGXG4fJEI2Kz85ZEP2iqU+fn5IOT/MDv5UHnlA901vWTJEhw4cABTp06l3Ddw4EDIZDLeYOUHDhxgWIB79erFAJtXEFssmuqaHjBgAHL+v/bOMyqK7GnjNQGQKFGSARAVRUFEDJgjZlREBXMEzFlXRUUwYE6IGRTDmsWwxjXrKoZddIUVAyZQMGIgM/V+4Ey/c6d7IoMw/u/vnHuUnp6e26m6+tatp1JTWfZHsgqJNCKRiOXQyrrm9fX1WaPRktsWiUS4Y8cOlgPRqFEjhQlPZmZm6O/vj1u2bGGyx2XB5Rgpa2sAuGtjy6KwsBCXL1+ucC5xx44d8ejRozITncRkZGTg4sWLORMCBQIBNmzYkPMlQVaNcESUmbkNUKzzKP29Q4cOETbU1tYWb9++jYjspDI3Nzf8/fffieeHrq6u0vaB64W/pP6DMv6CpuyDJqbj/Qy0xqHcs2cPcYBtbW01un2RSIT29vbYsWNHjWyP622Ux+NhlSpVsHXr1jh8+HBCKLpmzZqE4+ji4oL//vsvp+wKIuLOnTuJB3u1atXwn3/+YX5/7969nDeWdJiFz+fj6NGjMT09HX/8+MESOBa3ihUr4rJlyzA7OxsTEhI4xWElHwIBAQF45coVxtk5duyYXAdMV1cXAwMDccuWLSwB7RYtWjAT6w8cOMCa1zdkyBD8/Pkzcx6TkpJw7dq12LVrV5XDKT4+Pvjt2zcsLCzE2NhYVnKMvFalShXinNSvXx8zMzPx3LlzLEe3R48ezKgYIhKabAKBAH///Xdct26dUpqNc+fORUTFAuTi1r9/f8zPz8fExETs3Lkz5zo8Hg9///13pn+FhYWE01a1alXWlIihQ4cSD42ioiKWs9O0aVN8+/YtFhUVsQTdV6xYgdu2bSOWRUdH45MnTxQegyFDhmjEPijjUH748AEzMjLwzp07jCDxuXPnVPodWaNVxsbGrFrTFy5cwOfPn3M6CcuXLye+P378eCwqKlJKrPzz58+s42ZhYYEHDhyQ2W9ZdgWguM51YmIi5ufnE3IxfD5fYfLDnDlzFJ7j2rVr47p163Dfvn3EC21YWBiznbdv32K3bt1Y9+X58+cxMzOTGAHV09OTKTgubrJqj3/79o2VKa+oGRgYYJcuXXDNmjWYlJSkdHbx06dPWQUlXFxccMuWLRgYGMjpZNrb2+OCBQuIkrKKBMgrV66MCxcuZDQZlckIRyx2gEaNGsVy2qSnZ1StWpVVE/6ff/4hpgro6enhrl27EJEte1W3bl38999/Cfvm5uam1BQHaVtVUv9Bnr9QGvahJHN7fyY8RETQAhYvXgxz5sxh/u7UqROcPn1aY9vfvXs3DBo0CLZv3w7Dhw8v8fY6deoEZ8+eZf7u27cvBAUFgZ6eHgAAbN68GeLi4gAAwNjYGKpUqQJJSUkAAGBlZQUREREQEREBr1+/BgAAc3NzWLNmDVSrVg2io6Ph999/Z7Zdv359CA8PBzMzMwAAePbsGQwfPhyKioqYdfT19SEgIADi4uKgoKCA1d8KFSqAgYEBfPr0iVguFAqhT58+MHjwYDAxMYHExESYNm0a5OTkAABA7dq1oU+fPnDu3DlISEgA6cvJ0dER9PX1mX2TxtbWFnx9faFr165M//Py8mDLli1w4MABZnsVKlQABwcH+O+//5jvmpqawsyZM6FFixbcJwEA8vPz4d9//4U7d+5AQkICpKSksPoojY6ODujq6sKPHz/krmdkZASenp7QqFEj8PLyAjs7O3jy5AlMnjwZvnz5AgAADg4OsGbNGtDT04N169YR12zFihVh2rRp0KZNG0BEWLNmDRw+fBgAAPT09GD16tVQr149+Oeff+DYsWNw5coVKCws5OxLrVq1IDU1FfLz8zk/5/P5AAAgEokAAKBFixYQFhYGurq6cO/ePYiKioKUlBTiOzweD+bMmQOdOnUCAICvX7/C6NGj4c2bNwAA4O3tDYgIf/31F/OdSpUqwezZs6Fhw4bMsj///BMWL14MeXl5AFB8fS9ZsgRq1aoFmzZtgj179jDrDh8+HHR1dWHTpk1Mv2fPng0RERGc++Xs7AwrVqyAR48eacQ+3L17F7y8vCAmJgaGDh3KuU6FChWYfbGwsID58+fD+PHjVfodafvg6+sLI0eOBFNTU+DxeAq/j4iwY8cOiImJYZYNHDgQgoKC4PHjxzBr1iz48OEDAADo6urCnDlzoF27dsy6d+7cgcWLF8P79++ZZc2aNYMZM2aAhYUF52+ePn0aFi1axFpeq1YtGDNmDHh6ekJeXh7MmzcPbty4AQAAAoEA5s+fD23btpW5L3FxcbB582bOzwQCAbRu3Rp69eoF7u7u8ODBA5g8eTJznfv5+cGkSZOAx+PBn3/+CStWrIBv374x3+/cuTNMnDgRcnNzYeLEifDy5UsAKLYda9asAWdnZ3j79i1jH+7evQvfv3+X2Ze6deuCra0tXLp0ibkG5FGrVi3GPtStWxd0dXUVfkcMIkJ8fDxs2LABcnNzmeX9+vWD0aNHM8+Sz58/w6lTpyA+Ph7evn3L6nOTJk2gUqVKcP/+fWb/JWncuDH06tULmjRpAkKhkPV5VlYW7Nq1C44cOUI8O2xtbaFGjRpw69Ytwu5YWlrCqFGjwMfHB86cOQPr1q2D7Oxs5vM+ffpAcHAwVKhQgel/aGgo/PPPP8w6AQEBEBwcDC9fvoTJkyfDx48fAQCgSpUqMGfOHJg3bx5kZmYCAICrqyskJycztk0SQ0ND8PX1BRcXF5g3bx6zvKT+gzx/oTTsw6JFi2D27Nlq9/enUWaurIpIj3T069dPY9tOTk5GExMTbNq0qcaU6fv27avS2ytttNGmXuPxeKxyi+raB2VGKC9evIh//PEHrly5Ej08PFSaH0XtA220/fwmnTBVEv9Bkb9QGvYhNDRU7f7+TNivI+UU6ZEXVd705PHu3Tvo2rUrVKxYEQ4dOgQCgUAj29VU/ygUinwQkRhpAyjd+69NmzYAUDz65evrC3Xr1gUjIyMYN26c0tug9oFC+XmII0Zi1L3/lPEXSsM+KDMaXh7QGodS+gDLCu2pQlZWFnTu3Bm+fPkC165dAzs7uxJvU4x0/5o0aQIeHh6we/duJiRjaWnJhKX4fD60bdsWbty4wYSTLSwsoE+fPvD+/Xs4efIks019fX3o3r07VKlSBQAAMjMz4Y8//mDCAmJ69OgBNWrUgAsXLkBiYiIAFIcAevbsCf/88w88evRI4X7Y2tqCg4MD3Lp1iwkVOzs7Q7du3ZibKT8/H5KTkyExMZH1YBfD5/NZIQk9PT1wdXUFNzc3Vpjt9evXcObMGfj69SuzTCAQEGH8GjVqQPv27cHAwEDuPohEIsjIyICXL1/CixcvID09XWHYWxGGhoZQrVo1phkaGrLW+fbtGxw8eBA+f/4MAAAGBgbg7+8PlpaWgIjw33//wZ9//kkYi3r16oG3tzfEx8fDu3fvAKA4PNewYUP477//mHCzMgiFQqhVqxY4OTnB2bNnmeuncePG8PfffzN/29jYQO/evUFfX5/57vfv32Hv3r1E+BCgeHpG8+bN4du3b3D9+nUAKJ4iEBgYCBYWFvD333/DtWvXmNA8j8cDLy8vaNq0KQiFQigqKoI///wTHj58yGzTyckJunTpAo8fP4bz588zy+vUqQM5OTmQmpoqcx/19fVh9OjRYGxsDMeOHWOWa8I+KEP16tXBw8MD9uzZo9IDg8s+NGvWTO53RCIRnD17lpg+0qFDB6hVqxacOnWKOE716tWDdu3aMffMjRs34M6dO8znQqEQWrZsCfXr12eF2BERkpOT4fr165znf8CAAcT1npubC4cOHYKMjAwAKLbVfn5+jD1FRHj37h38888/8PjxY+IeFiMQCCAgIACsra1Zn/348QP27dsHWVlZAFB8vfr6+sKNGzfg33//ZdbT09ODdu3agYuLC/B4PHj//j0cOnSICbeam5uDv78/GBkZcf7Gy5cvGRshGaLlgsfjgUAgkDkFhc/nM7azWrVqYG1tzUw7kUV2djacP38enj59yiwzNDQEHx8fcHR0lPvdT58+QWJiIjx69IjlfAgEAtDX1+cM5VtZWYG7uzvUrl1brpP15s0buHLlCmOTxOjp6RG/x+PxwNXVFby9vcHY2Jizn2fOnCFC85aWltC5c2eoVKkSABTb/uPHjzNhfj09PejatStYWVnBoUOHmOecvr4+eHt7w6VLlzjD3WLq1q0LzZo1I6ZVqGMf1PEXNGUfxNMbyj1lOTyqCtI1lDt16lSi7eXk5GCLFi3QwMAAb968qaFe/j/SWacWFhbExGDJDDoej4fh4eGEhluDBg0wMzMTly1bRmQlurm5MdI8BQUFGB4ezpnptmrVKkRE3Lx5M7NMR0cHBw0aJFP/bNOmTZiQkMBo8XG1AQMGMMkBDx48wJCQELnSRFWrVsVHjx4pFExv06YNHjhwALOysnDSpEnEZ4aGhrh582b88OEDS4TXysoKjx49yjr+qampuGXLFuzTp4/SouImJia4evVq/PHjBys7VlFzd3fH6dOn4/nz54na4+/evSOSrczNzfHu3bvM52/evGGVZHNwcMBjx46xhN8lm76+PiNA/vz5c4XJR5IhH7FMkqSElXSdZ0TErKwsmRI/7u7uxHXi5OTEZAU/fvwYmzRpQqxft25d/PvvvxGxeEL7+vXricQKFxcXTElJwbi4OGJyf69evWQmiombmZkZjhkzRiP2QdUsb0TE+vXrY+3atVX6HWn7YGRkhN7e3jho0CBcsGABxsXF4c2bNzEjIwNFIhHm5eVhnz59mPUFAgHu3r0bU1JSiCQFgUCA69evZxI+7t+/zzqHTZo0kZk1evbsWZk6qnXr1iXkxRCLr29JVQjJxEFx1R55igPia1mW3NiXL18Im1G7dm08duwYK4TZqVMnImv3zp07xPXt5uZGqE+oWxsboDj5rKCggKk9Hh4eji1atJCbcWxmZoZ9+vSRmT1+5MgRVlb1gAED8NOnTzKvoby8PDxw4ABLhk3cJAXIERH/++8/nDx5Mqc9NDY2xpCQEFZBClmZ261bt8aEhAQmeVE6uUleRnhBQQEuXryYSAzS0dHBiIgI5tny/Plz4rri8/m4fPlyzMzMJK4nU1NTXLhwodzzxefzWc8dVe1DSfwFTdiHRYsWqfT9skJrHEpNZnkXFhZijx49UCgUytRZKynyNMekm5GREfEQrVmzJp4+fZqoQgEA2Lt3b8Y4JCcno5eXF+f2unXrhiKRCK9du0bctPJEkSUvWJFIhKdOnWKV5uPxeDh8+HBcv369XBFccWvfvj1LekQkEuGtW7dwyJAhnI6ttBxRy5YtmQxvMQcPHmRlegcEBOCePXtw7NixCrP+pA1/hQoVcPbs2SzjFxsbK7O0mDytwAoVKmDHjh1xxYoV+ODBA/zw4QNxrkxMTPD69evEMdm8ebNS5TNr1KiBa9asYT1oLl++zOqTPHkUFxcXvHfvHiEyXKtWLZbWXEZGBjo7O8vcjuTLRPv27ZkHAtdDQygUYnh4OLPOhQsXiIe+qakpxsbGYmhoKLEvyoh5SzsFms7yLigo4Hy43759GwUCAQ4aNEil31HVPkgeZz6fj/PmzcPY2FgiA9fc3JzJoi0oKMCFCxcS17qOjg4uWbKEc97X/fv3sUOHDnKvO2k5sNevXxNi0TY2Nvjw4UN8+PChTAFy6WuSz+fjlStXOI9RTk4OUczC3t6eJUVkZGSEW7ZsITKmr127RhyvRo0a4YcPH/DBgwdKiYrLureFQiHu3LlT5jnNysrC+Ph4HDt2rMIqPuLs8b1797K0Gy0tLQn5N2levnyJc+bMYQmEi22PPAFyxGJnOiYmhiVpJm7e3t64bt06HDZsGCtz29XVFU+dOsXatryM8LVr17J0HBGLM7wlX7bF5yo5ORkRi19IevXqRXzu7++Pf/zxB2HjBQKB0vJB6tgHZfyF0rYP2pLlrTUOpSZ1KCdOnIgAxdpYcXFxrFZS1NWZk9dcXV1x1qxZuHnzZhwzZgwhTyNppO3t7fH9+/f48uVLmYLkOjo6hNGcNGkSy0AsWbJE6b4ZGBiwnM9JkyYp1EL7+PEjrly5UqbD4urqiidOnOB8AKalpWGLFi2U6p+pqSk2a9aMsz728OHD5Qr2/vXXXzIf/gKBAD09PdHd3V2u82ZjY4P9+/fHWrVqEcfswoULzO+8ffsWp06dylmVRrL16tVLZuKYtJ4lQPFDkEtrTmxUV65cSUgaOTg4sBx46brf8kakJ02aRHw3MTGR5ey5urriunXrcPny5RgQEFDiOvRCoRBjY2NLZB/Wr1+P4eHhTPWX3r17Y3h4OIaHh+OXL1/w8+fPaGhoiMOHD8eVK1fipk2bcOzYsWhgYIDm5uaElqsiuOyDMgLc8pqhoSEGBgbiihUrcN26dayyoO7u7pwVoWTV3JY8x+L63JI8ffqUuK4qV66MK1euZMnbiJujoyOnoxYdHc15jAoKCoja9CYmJqyqKy1btiSKBCAinj9/nhitr1WrFvbv31+hqLi7uzt6enrKLFBgbW2Nf/31l9LnGJGMkihTe1y8T1zXraQAOVcfa9asiatWrZKpHSoLsWC6ogiHvb097tixQ2HSqrI1wsXk5eXh7NmziX3S09PDMWPG4ObNm3HmzJlK1TdX1KSvHVXsgzL+QmnbB6pDqWE0WSlHuoSjdCsp0kr3kk3SqEo7Yeo0yTczHo+Hixcvxnv37nHW2wYo1oqTfIAPHDiQuMlFIhFLE06WQyIQCLBjx45E/WhdXV3csWOH0sfqwYMHCkNODg4OuGTJErx7965SYWwej4dNmzbFhQsXYmxsLFGvV9y6du2qdJnNN2/eYMOGDWX+nrGxMf7222+4c+dOHD58uEJxdXHT0dHBsLAw7Nu3r9w3bD6fT4z0SZdHlDx30pVJxC0gIACHDRsms4yi5APP3t6eGSUQ8/DhQ2KdJk2ayCw1t3jxYqLWdGBgoNLHRNXG5/OxcuXKOGHChJR+GtoAAIhESURBVBLZB3ll81JTUzEvLw8nTpyIbm5uaGJigjo6OlitWjUcMWKESrV6EWVXwvjx4wc+fPgQjx07hitXrsQRI0Yo7YjIa5UrV8YBAwYQofT//vuP88Hv6OiIjRs3Zv42NTVl3SdJSUlEuVVTU1POCmDiaRkBAQGc/QoODuY8PiKRiKgPraOjw3I4Vq1axXJODh48KDOiwHVMhg8fjjExMfjbb7/JfUny8vIi9BzVQTI87u3tLbeylmR4/O7du3IFyP38/PDChQtKa1rKIjMzE/39/WWOzrZr104pwXQxsmqEN2zYEM+ePYtJSUl44sQJXLNmDY4fPx69vb2VPnfqNulRaWXtgzL+ws+wD9qA1jiUiJqr5V3acNXqlW6Ojo7EqFbPnj1x3rx5hGNRoUIFtLOzU6qsn6Lm5OSEU6ZMIRyxLl26YH5+PtNvkUjEmr8o3fh8vsz+VKpUianio4jCwkJcsmQJKyQ6bdo0nD9/vsoOiHRlmWrVqnGG8Bo2bIiXLl1S+ZxmZ2ezDKS08bWzs8OtW7difn4+Jicnqy2u3qVLF9y4cSPLiZW8Xn777TfOfubl5ckcue3QoQM+f/6cNZWCq1lZWRFC+YjFdcIlj3PXrl3Rz89P7Vrdks3Q0JBVraVOnTq4bds2uSL60udW8m9tsQ9ctXrfv39PlBusWLEi7tixgzVaY21trVR5VUWtQoUK2KdPH+zSpQtxT0nfz3///bfCUqxiAfLnz5/LDKO3aNGCMwyKiDhr1iy55zgpKQkRi+2VOIwtHTqVbtKi4vn5+bh161bWS730PT1w4EDMzs7W2Lm/evUq62VfVfsgFiDXRKU4kUiEBw8eZEWJeDwep3PJJZjOxcePHzEhIQEXL14sc3BDlcbj8dDW1pawNTo6Ojhv3jz09fVVa5vabB/KK1rlUM6ePZs40Obm5hq92TVBdna20kkg4ubi4sK6KVq1aoWZmZmYlpbGmqBrbGyMzZo1U1jaS14TCATo4eGBffv2xVmzZuGmTZtkzqkBKHaAly5dipmZmfjkyRPOZI0GDRrg1atXFR6jlJQUVqKFq6srJiQkMG/xzZs3l+tIiydar1mzBp8/f45FRUUYFRUl0zjLCrmogkgkwsjISMKxs7CwYPWzTp06ePz4cWbUIDc3Fy9duoRDhw5V+DC2srLCwYMHY1xcHL5+/Zo1D06yiROvpMnIyCAmyUv219nZGR89ekTMTZIVrtfT08PZs2fj8uXLMTg4GDt06KDS3D/pZmNjg02aNGFV/xEnXYlEIty/fz/htFpbW+PgwYMVzpHS0dHBadOmaaV9mD17NrFOeno64ThaWVnhnj17iCkb+vr6uH//fhSJRLhp0ybWdV+7dm309vYuURTE1tYWO3bsiCEhIbhixQqcM2eOzNJ/Ojo62L9/f6Y6VlJSEuGkSN4jVatWlVmedeXKlZzbFwqFuHDhQnz9+jXGxcXhoEGD1KqNLRKJ8Pjx4yzHXCAQEKOsPB4Ply1bVuKRPzE5OTk4bdo04l4zMDDAqKgoFIlEmJqaimvXrsX69evLtXsCgQCbN2+O4eHhatceF3P16lViNFrcxDW3MzIycOnSpZzhYoFAgJ06dcJly5bh5s2bcdasWejv74+enp5qj6rr6+ujq6srent7s55t4qSrzMxMVtnNnj17EtOJlG3aah/KM1rlUKakpLAuCkUlvX42MTExci9iZQrdN2rUCG/evIm7d+9mXVwjR47ErKwsjIqKYpbp6enJrHmr7sNE3BwdHTEoKAjj4+MxKSkJP3z4oFCUuUePHswogiRFRUW4fv16Vr98fHywd+/eCsPYXE6FgYEBjhw5Em/cuIGRkZGcCRw2NjZ469YtjZ3jkydPEgbPzMyMc+5Yy5Yt8fLly7ht2zb09PRU6/i7u7vj4MGDZU47EJcpk+b+/fvEcZac5mBsbIz79u0jHBQHB4cSz2Xk8/mcoxouLi6s8NLFixdZYebOnTvjv//+i8uWLVO5L1OmTNFa+/DkyRPm8xcvXhDZ/XZ2drhs2TJiZKZKlSp4//59ToWAatWqsUbg4+PjOZNEjI2NVU5mkG6GhobYrl073LBhA5OVfvz4cWLUVPKe1NfXZ7L9pdm5cyfnbzg4OOCgQYOUysauWbMm7t27F9+/f8/a/q1bt1jOCABg8+bNCSfIxMREo8mad+/eZTmwzZo1Y8773bt3ceTIkZwvw0KhUOnwuKLa42IUZW6LycnJwaSkJIyPj8fRo0dzOpaqNiMjI9ZLia6uLo4bN44pn4tYnOAkOe1BvK979uzBmzdvyh38UKVpm30o72iVQ4mIrPqpXl5eGnuLLCkikUjuXDtpp086xCevWVlZ4cmTJxGxONFB1kiBuM2bNw8Ri5M9JA2xkZERNm/eHG1tbZVybhW1Dh064PTp01lhDcka4YjFmYnt2rWTezykW40aNXDs2LEYHx+PWVlZmJubi3v27JE58V/aEEs6N0KhEMPCwogQf0mQHoERh+sVSdwAFD+wxo8fjw8ePMDx48crfUy4nDU+ny9zLpCkMgKfz1c6dCyv6erqoqurKxFi5PF4uG7dOiwoKMDMzExifp30tSLpTGRlZeGwYcOU/m1FUz+2bNmidfbBx8eH+TwlJYUYWXZwcMCgoCBi/WbNmuHbt29xz549rJGgkSNHEvWmZWVui2tuIxYnv6xdu5b43M3NDevVq6cwQUyZJn3NycpWjY+P57RH8hxe6XtlwoQJnOf6yZMnnNM8mjZtilOnTiV+o0aNGqz5w+qSn5+P8+fPJ+5bXV1dXLZsGX79+hV37NghU6mjefPmuGfPHszNzVUre1y69jii7JrbTk5OOGPGDAwPD8dhw4Zhy5YtWQmMqjQbGxts06YNjho1CpcuXYoHDx7E+/fvMyoaqmSEnzhxosQJa/KaNtkHbUDrHMpjx46xLgpNZGZrgl27dil9Ibu5uRGjMOL5kvK+4+LigsHBwZwT4CWNcZ8+fVAkEmF+fj527dqVuGEXLlwo903f2dkZXV1d1R7dlH4o6OrqYr169ZSacG1qaop9+vTBzZs3s7I3pUlMTMTu3btzOhm6uro4YsQIjI+PZ2ngNWzYEB89eqSR8/3p0yeWA9O+fXtWSFfcrKyscNWqVfj9+3dmGyKRiDWVY/DgwThr1ixs2LChUk4/j8fDMWPGEKFpJycnudJGih4IHh4eMufmiaVJhgwZwizT0dHBs2fPImKxHIisqQc8Hg99fX1x4cKF2KNHD7nz/3R0dBTeE5KjX3w+H2fOnKlV9iE+Ph4REf/9918ihOvs7MxKJhs5ciS+efMG/fz8iOW2trbEiJo4c1v62vH09GRkhcScOXOGcKjE51XWvFhjY2P09PRUO5QuFAqxevXqRChdnFmvzHXu6emJs2bNwkGDBhGfzZkzh+UYZGRk4Lhx41hOac2aNXH//v0sZ93Hx0eu7qMq/Pvvv8QcWABADw8PjI+Px4kTJ3KGhY2NjXHs2LEsLUhplM0eFwqF2KJFCxw/fjx26tSJZYPVHVDQ19fHOnXqYMOGDVn6k+Lm7u6OmzZtYjm1ksjKCHd0dMQZM2bg+PHjCY1VrmZnZ1fiOdzaYB+0Ba1zKAsKClihMjMzM2YkrKxIS0uTeXMrCis5Ojri33//zRLTVvaGl9RkdHd3x+/fv2NRUREOHjyYWa6joyM3jKinp4fnzp1j9kckEmF6ejpeu3YNhw4dSjhumkgSEu9f7dq1cdy4cXjlyhWl5wPdu3ePNdopq7Vq1Qr9/PwI50pPTw9XrFihkbrtBQUFrNCMvGZsbIwRERH448cPYjvSwv1Tp05FkUiEmZmZuGnTJuzWrRvni4S6x1363Iv/37lzZ+bBnJeXx9KBk3ftGRoaMlMLDh48SPyeOqOjVlZWeOzYMZYIOgA58iU9UV/amS2v9qFatWpYWFiI9+7dI45jrVq1iNFvsVj50aNHWVGNgIAARirm48ePOHXqVM4H9N69e1nzh2/dukUcK2ltV+nWu3dvYvRInJW+bds2VhKdpmyEmZkZduvWDTdv3oyZmZkoEolYSQuLFy8m9uv79+8YERHBelmpVKkSbty4EdPS0lgJnlOnTlU6g1kehYWFuHz5cuKe4vP52KdPH5kFI6QFyFX9vStXruCECRPQ1dVVY8fd0tISGzdujAEBATh37lyMiYnBq1evYlpaGstxV0cwXZJnz56xpm4oa7uGDRuGf//9d4nC8eXdPmgTWudQIiIePXqUdVF07969zIauRSIRduvWjfNilXYmlXU6u3Xrhq9fv8abN29iSEiIUok+urq6GBkZiS9fvsQJEybIXVd6Th1XMk1+fj6OGzeO+J5YrDwrKwvv37+PBw8exLCwMPTx8cHKlSuXaE6Wvb09tmzZEocNG4YRERG4b98+TEhIYB6Yz58/x8DAQNb3GjZsiBcvXpQrmG5hYcF6YLZo0YKluagshYWFeOLECezatSun46+jo4MzZszAly9f4vz581nOvDgjvKCgAAsKCvDZs2eskRpzc/MSzWs0MjLCevXqYWBgIDH61aNHDzx06BCxbcl9WLNmDbOfBQUFrNEgeaPXpqammJiYiFevXlVqagKPx0MPDw/cunUrpqWl4f79+1mO89ChQzE+Pp5YbmJiQogbKxoBL4/24ejRo3jjxg1iPm7NmjWJv83NzTE+Pp4YDRZfzwcOHEDE4rluy5cvZ9kWc3NzXL16NZOQIsmjR4/kJvVJO+WDBw/mdLhu3rxJCGwbGRnh4cOHiciIjY0NDhgwAOvVq1eijHQjIyPWPRwSEoLPnj1j7iOuzG1DQ0OcP38+fv36FRMTE4kBCV1dXbli5arw9OlT1jVvYWHB+SKojAC5JOKs6X379mFERIRGQtNCoRArV66MHTt2xLCwMFZoWlWUEUyPi4vDnJwcfPXqFW7fvh379eun8EXGzMwMQ0JC8ObNm/jq1Svi2hLvh7L7q232QdvQSocSETm1zSIjI8ukL0uXLuW8SKVH9aTfomRVAGnatClev34dX716hcOGDeN0WNTJpDMwMMCBAwcSD2Jzc3O8c+cOa58+fPjAKuklFisvLCzE27dvK1VyDED90Ipk09PTY23H1tYWN2zYwJoXKRZMV1QxB6D4YbNp0yaljcnbt29x0aJFnLqFAoGAcGbFJQ4Rix82/v7+rBEEaY09VZq1tTXWqlVLqdC2paUlMXIVGhqKDx484Hyz19HRYcrnIRYnUwUHBxPr9O/fX+58YVlNrM8mfc1UrVoV4+LisKioCN++fcsysFWqVMFdu3YRgt08Hk+lkYnyZB8CAwPxwoULhOMmLSXm6uqKO3fuZI3+de/eHd++fYtFRUW4a9cuQgcWoNhZmTVrFpHkICY3NxfXrl0rcw62l5cX9u/fn1gWHBzMqY6wY8cOYjuOjo748OFDQsdWR0dHqTlwAoEAa9WqpXYoXSAQsF4q+Hw++vv7My+Nhw8fJl6ibGxsVBYr50IkEuHGjRtZTjiX3atRowauXLmSJUBeVFSEL1++xIsXL+LWrVtx1qxZ2Ldv3xJlTUs2IyMjuaFhcXhcE9njiPIF0xXZK1tbW5aTKS5C8erVK7x+/TqrtKu4leQFvLzZB21Eax3KDx8+cCa1bNy48af2QzLbWp6xkzQKBgYGGBERIbdWsyyDBFBc4/X27duEMZeXpMPj8dDZ2RknTpxIOEKVKlXiDEU8fPiQeFCLJ5KrWhsboDhMlpmZKbNGeM2aNbFr167YuHFjhZI6spquri7WqlULu3TpguPHj8fVq1fj8ePH8d9//8VTp06xQt5czcfHR6a2mkgkwkuXLskUIK9atSqGh4fjgwcP8NixYywnp6TZ09bW1hgUFIQrVqzAo0eP4oMHD4h5mO/fv1drpEI8Uskl3FujRg1i/pNIJMIpU6YQ6wQEBGDPnj0VlkaUvDY7deqEhYWF+OrVKxw6dCjrGq9fvz6eO3cORSIRbt++nTWiNWrUKNYIhSpSRuXBPlhbW+PevXuJsKj0XNGuXbviqFGjiGXGxsa4Y8cOFIlEePbsWVZ9Yh6Ph8OGDcNXr16x+vHs2TOcMWMG52iQWCnh7t27GBERQXw2bdo01stWQUEBS6+2ZcuWeOjQIezevbvK12HlypXxw4cPzPa/f/9OCLwHBQWplMDI1aTvQUdHR4yPj2dqpavL69evWfOopZtYgPyPP/7AR48eEYLeXbp0wVq1ailMspTVxKHprl27cibsSGZua7L2uCKKiorwzp07OG/ePIUv9gYGBujr64vR0dH49OlTpq9cNcIVDU44OzuzynOampoqPahRXuyD5P2gTWitQ4nInaADUPymUdrD1yKRSObIpGTT0dEhbtyqVauyaqTq6+vj3LlzccKECQpFbmvUqIEpKSnEA0gdh0VfXx8XLVrEevgcO3aMJfMha+K1uFWvXp0li2Fqaop79uwhzoO4Rrh0WTjJjPCsrCy8c+cOjh07ViNZyQDFofTGjRujh4eH3DCfkZER7tq1i+nz58+fce3atTKTbBwdHbFp06bo5uamVL1pZVqDBg0wNjYWN23aRDxkunTpIlcz7dWrV5xOpYmJCXp5ecm9rvT09DjPcd++fZnt5+fn45UrV5Qud8l1H4j/LynKnpiYiJ07d2atL84If/HiBWukvHr16qwQsCqtrO3D9OnTCZsg/YI2ZMgQ1stm27Zt8cWLF0plbospLCzE+Ph47NSpE+cDVVdXFxctWoSfP39GkUjEEhRfsGAB6zh9/PiR9ftVqlSRO/plYGCAXl5enOFuOzs7TgdYTHZ2NnF96Ojo4ObNm3Hnzp1qS3FJNyMjI3R3d8fevXvjtGnTMDo6Gs+dO8eE0mWd3507d8q1vSYmJujh4YFNmjRROzTN5/OxWrVq2LZtW86saVmZ27JqbkuiqexxMaqEsaWbLMH027dvc2plAhQ/myZMmIBz5swhrj8+n49NmjRR2yaXtX04duxYqf52aaLVDiWibCHc7t27l9pE27S0NJlzJiWbdAjG09OTlbXWpEkTTE5Oxn379ikVvqtXr55SYaGhQ4fikSNHMCQkhBUSk24uLi44btw4pSdGS2Zj7927l6WR2KlTJ7mVFAoLC3H79u2sURkDAwMMCAjgdDiHDx+Oz549w5SUFDx9+jRu2LABJ0+ejD169ChRVjpXq1SpEnp4eKidJS2rmZmZ4aRJk3D37t34119/YUZGBh46dIhlzIVCIY4fPx5///13Yr/atGkjd+J+cnKyTEM+fPhwPHXqFM6aNUslY9+xY0eF2dgCgQDbtWuHkZGRePLkSaW2Lz0ScOHCBVZWLI/Hw0GDBuHz589x3bp1xLHg8/nYo0cPtc9RWdmHgIAA1suk5P979OjB+nz9+vX4/PlzpTO309PTceHChXJfBC0sLBglhaKiIpZ81fLly1n7deXKFWK+pLxmYWGBs2bNwpMnT7KSDcXN3NxcrkTP169fiaiGWMxdVub2oUOHMCMjA//66y/cvXu3zEQRVZp0Vvry5csxIiKiRHMXpZtY0LtHjx44efJk3LBhA54+fRofP34ss5pQVlYWzp07l/WiaG9vj9u3b1crZK1q9nhoaCiuXLkSx40bpzAbu3r16hgSEoJHjx7FJ0+eyBVM9/X1xRkzZsgMa0s2ccGKpKQkluNZu3Zt1ih+ebcPsopVaAta71AiIoaFhXGeHFNTU2LEqaSIRCLctWuXUnNapA1eo0aNiIefjo4OLlmyBM+fP885F23AgAG4c+dOpSQR+Hw+8XuS9bkTExOJcJGRkZHKFXaEQiE2b94cFy5ciLdu3cLCwkLMzs5mhb0kK54ow48fP3Dx4sVy+6NszW3JrPTY2FgMDQ3FwMDAEoXSVTk+zs7O6OPjg2PGjCFC04cOHSL2z9LSEi9fvkz0PT8/Hzdu3MgK6xkbG+OIESOIN+2mTZtyzo0Tc/v2bZmjJg4ODnj58mXMyckh5JTUCbdJv9SMGDGCeYhJ1/2WNTratm1bog5xUVER5wuKnp4eTps2DRMSEmSOVqjTfrZ9kH6ISNoDGxsblpZrkyZN8Pbt20plbotEIrxw4QL26dNHZgEAyf0W31OFhYWsEKHY2c/OzsZz587h9OnTFb7sSvbPw8MDc3JyOMXrJW3F7du3ZR7LT58+EQ6FkZERjhw5UmbmtvQ86suXLxP3vYmJCR4+fJgIpY8ZMwZ9fHzQ2dm5xALvipoqWdPyyMvLw/Xr17PmpZqYmODixYtZ6hHqokp4nKtVrFgRe/XqRYSxpSkqKsI//viD9RIl63oJCgrCU6dOyawRfuHCBVy8eLHGaoL/bPsQFhamkd8pS34JhxIR5c7dadiwIcbExKhdZkmcvaZsEoLkzSEUCllG1d3dHQ8dOkTUzRW3du3a4b1797CwsJAI9cmbAyJ5A0nW505ISCDe0OvVq4c7d+7EMWPGKAxji5uxsTH27t0bt23bxoSmbt++zSp11bJlS7Uypp8/f469e/fm/O3KlSvjwYMHVb6hxVnT586dw+joaJw2bRp269YNa9SooZG605IPiUaNGuGQIUOIrPQPHz4QfeYSQY+Ojmb1++vXrzh//nyWA2ZpaUksq1+/PmZmZsrc/3PnzhHXhLSBnTRpEj558oRwCs3NzZWaZ6Sjo4OtWrXCFStWYHh4OHGtBwQEMNceV91vrusdoHh0STJRITc3F1etWsXKjjU1NcWlS5fiwoULVX5oyHNEf4Z9kJ4SItmqVq3KetlcuHAhRkZGKszc/vjxI65atYozZMnj8bBbt24y63Pn5+cTCTg8Hg/Dw8NxxYoV2LFjR7n3ir6+Pnbt2hXXrFmD/fr1Y5bb2tri06dPceLEicT6kg6njo4OIVEmTWZmJjGyZGBgwHoplMzcliY6OlqhWLl01vSQIUPQy8tL5VCtvFahQgWsWbMmduvWTelQuixk1dzW0dHBiRMnclYG0gTiMHbv3r2VztCvWrUqjhkzRm54XExBQQEeOXJEriKEUCjE/v37482bNxm7Kks6rmvXrnjo0CGFtd2lm7zw+M+wDz169FBr2+WNX8KhXLBggVIXjZmZGU6ePBmPHz+OaWlpcreZlpaG8fHxKodNJB/KhoaGhCHl8/k4fvx4HDx4MOvh7ebmhmfOnEGRSIRfv37lLI0l2bhCfbq6ujhnzhx88+YNXr16lbhJlCmzxuPxFI5eWlhYEH3X09PDVatWqVwjW5aoLdfoWpMmTViyRt+/f8fExEQ8cuQII+jdsWNHrF69eqmPNijTKlasiA0aNEB/f3+cNWsWrlmzhmVQQkJCOCv3pKenY1BQEOscS/5dp04dudfw/v37ifMkPfplZGQktxKKQCBQysGsWLEisZ6vry/j7Jw8eZLo84IFC/Dx48cyw4XSUiqfP3/GmTNnshybqlWrKhUOEzfpDHVZ7WfYB+km7Si5u7tjRESE3MxtkUgkVyLL2toa58yZgy9evMB58+Yxy4VCISOAnpOTQ9gYHo+nVOTFxcUF//jjD+YcR0dHM5/p6uritm3bWC+bktcej8fD/fv3yz2uknOWue6B4OBgfPv2Leu7+fn5LOmthg0b4po1a/C3337TaNa0jo4O2traqq0NyyXwfvToUUxMTCQS7hBl19zu16+fzNE/dfn27RuePHkSJ0yYoDCMbWVlhU5OTnLnkcrKHn/z5g3Onz+fs3CBUCiUObVCUjBdJBLhmTNnWM4jn8/H/v37K52II6us7c+2D3SEshywYsUKtY2CjY0N+vj4YN++fXHgwIHYt29f9PHxUSlrVFaTvslq1KiBgwcPZj0AqlSpgjt37sTCwkJ88OABhoSEcIYIJW+O3377DVNSUmT2U5kbic/nE+tVr16dqSDz7Nkz3LRpE/bu3VtuYgyPx0MvLy9ctGgR3rlzR6l5O8qU3ZKVEV65cmWsX7++0vO4uAyVmZkZZ4hXT08Phw0bhgkJCSgSiXDTpk1yR2hMTExKpKknbnZ2dhgeHo7Hjx/HR48eEW/BycnJ2LNnT5nfrV69utwMTOkMQkUJXwDFiThnzpzBHz9+4D///MNyzpUZGXRwcMATJ05gTk4OxsXFEZ9FRUVhenq6wgo4Hh4ejNizrIxwRY3H4+G0adPUPjelaR+kp6nw+XwMCAhgPRwlM7e/ffuGW7ZsYVV/Erc2bdrg/v37mXl369evJz4XawCeOHFCZiha3rkODw8nRt6vXLlC7IN05So9PT2WvJu8LNrU1FTWi49k69mzJzHSKK41feLECY3NazQ2Npb7Ul2hQgXWtB7prHRNhNKtra3Rw8ODJRkFUFysQbLmdkkQZ2MvXrwYW7duLff+lhXGViU8bmRkhHZ2dpz3spOTEy5btoyJvigrmC4rI1yZpigZSV4rDfuwcuVKjZzXskKrHUp5Wd5HjhxRymiq06pVq4ZHjhzByMhIzs+l54O0atWK9SZbsWJFXLZsGX769Anj4uLQ29ubc1t2dnaEoezWrRt++/YNmzVrRmxLmZupRo0aGBISwpJdEYuVc5Gbm4vBwcFKaSVaWFhgv379iPC4GFk3va6uLgYEBOCqVatw2rRp2KtXL1ZZSlWaZMbm9OnTcePGjRgeHs7KFBa3WrVq4Zo1azhLrr169Qrbt28v9/esra1xxIgRuHHjRly6dCmOGjUK27Vrhw4ODmrrS0oLvC9YsADr1avHua6trS2mpKQwfc7Pz8erV6/i3LlzsVGjRko5YZKOsZWVFb58+ZLZHpeshaWlJU6aNAm7du2qMHtcnNQjXsbj8fD333/HhIQEYoS0devWnC8v4nJ0Dx8+lJkRztX09fVZeoriVt7sg4ODA6cYtDhz++HDhzh27FhOR8fU1BQnTpzICunu3buXOPc9evRQGMY2MDDArl274qRJk4jQr5GREUtk+cWLF8Q8Puk5fV5eXrhx40ZihFHeCMzjx49lPojr1auHCxYsIAS9K1eurJa+LVfW9MaNG3HEiBEK9TLbtWsnNyOdi4KCAnz+/DmeP38eN23ahDNmzEA/Pz+sX7++2i+kRkZG6Obmhr169VIrlK5sNrZAIEBvb29csGAB3rx5U+kwvSrZ4wDF84EXLFggU1BdWcH0T58+YWRkpNLHVdbIZFnbB5rlXQYoo0Mpls3w8fHRyIXg4+OD8fHxxEicPB1KS0tLlpHU1dXFqVOn4t27d3HatGlyb+gGDRoQc0Nr166NGRkZhDOpbNPV1cW+ffuyMmnFYuVcpKSkYNOmTYn1a9eujStXrsSQkBCFOpouLi4YEhKCISEhnA5vSQTP+Xw+urm54ezZs5msaXFpNkT5AuRCoRD9/f3x4sWLCudnFhUVYVRUlMLRPT6fj927d8dTp04x10deXp7MrHR54WZFv8N1bocNG4bdu3dXKJXB5/MxKCgIQ0JCiJEEyXPh4eHBTO4XiUSc5Rd1dXVxx44dmJubi5cuXcLffvuNFeqU1QQCAf7+++9E7VqhUIinT5/G7du3y5xr1Lx5c9aom6zWqFGjcm8fxPeI9DJPT088ffo07tmzR+bcMi8vL9yxYwdnEsa+ffuUfpmpVasW/vbbb3jp0iXMzc2VKVYuyffv34k5jpLXjlAoxPDwcLx06RLhvI4bN47zXisqKsLff/+dM2qg7guZnp4eZ9Z0SkoKM3pbWFiIp06dwm7duin8HQMDA4yKitK4lIy4tKo4K3327NlYr169EpVP5MpK37NnD65fvx5DQkJUysZWt2KOeN9u3LiBAwcOVDrpTxlxdXmC6RYWFjht2jSl509yvUCUB/tAdSjLAFUr5aSkpODs2bOxdevWSmc5m5iYYOvWrXH27Nn45MkTmdvm0pPichgCAgJw8+bNMoVwpZMkJCe26+vro4+Pj9I3p7u7u8xROYDih3pUVBTn/hQVFeH69etZMi0zZ85klXF7+vQpLl++HFu3bq1USFVZwyKZNb1y5Urcv38/TpgwgXXurKysmGo5ygiQR0REcM6/UkRKSgprFNnExITT+Ds4OOCSJUswIyND5vZEIhHevXuXZeDt7e01mhhQtWpVHDx4MOGYmJqa4oMHD/DevXssiSZx69evH/MA/fTpk0zpKekXkgsXLiit/+bs7Ew4j5aWlpiamoqIiHfu3MERI0aoJQfVpUsX9PPzYy0vT/ZBKBSyrlFHR0dcvXo1Tp8+nVOZQFKAXJKcnBw8f/48Tp8+XanqUADFo1wXLlxgtsElVt6mTRvWg00kEqG/vz/nNuvWrYv379/HxMREYrTZ398f//33X5agd40aNdR2niwtLVkhbhcXF7x7965cxy8jIwOXLFnCOTolEAhYo1ve3t5yz60mkJW5bWxsjBMmTMD9+/eXWla6vr4+tmzZEiMjIzWyn1+/fsWNGzfKdOratWuHS5YswQULFpRIXP3Lly+4YcMGmfZLXjM3N+cclClP9oFWyvmJHDlyhHUCVKnFWVRUhI8fP8a9e/fiokWLMDQ0FGfMmIGhoaG4aNEi3Lt3Lz5+/FjpRBORSCQ3y7x58+Y4evRozjk+urq6GBgYiDExMYSzKCvzWbrVqFGDJTY9evRopu+PHz+WmeBjZGSEwcHBhCDyy5cvWdlzTk5OeODAASJrWhyaVlc8VpwE0KBBAwwKCsJNmzbh+fPn8fnz53JDK+/fv8eJEyey5vpYWVlxHl8ej4ddunTBEydOlLicWGFhIUZGRhLnSSgUYps2bTh/W0dHBwMCAvDKlSsyr83s7GyWDIafnx+mpaUxtdIXLVqE3bt3RwcHB7UragCQLznGxsa4du1avH79Oo4fP55ztHjRokVMP69fv86EL6XX7dChAzFl4uHDh8Q810qVKmHbtm2Vcg5tbW2J+saKxOW5GpfuYXm2D+bm5jhixAjs2LEj53moU6cOrlu3jpGLEolE+ODBA6WysQ0MDLBdu3aEs2JjY0OMOnKJlY8bN44zYSw8PJz1G3w+HydMmIDXr1/HtWvXEjaBq2SqMk2eoPebN29Y9nHgwIEys3BFIhFeuXIF+/fvzzlHsHLlyti6dWvCuRVXByupzZBHSTK3pUPpwcHBTMKRupGfkoTSExMTMTg4mPN5YGZmhlOmTMHHjx+zvldScXWRSIRXr17FgIAApZUfuELi5dE+0FreP4GCggJWGNPMzKzUREiVJS0tjZU9KBQK0dvbm/Mt3NHREZcuXYqZmZmYlZVF7JMyBiE4OBhTU1NxyZIlxPJJkyYxN4ZIJGI9AGTNTWzcuDH6+fmxHk4mJiYlfhsWCoUK50S6uLjghAkT8OTJk3LFu8U8ffqUs2KIuFlZWeGsWbMY8WZN8uDBA5ZgrqenJ65fv15mVRJXV1dcv349ZxhJJBJhZGQk8b1atWrhggULsEePHnKddj6fX6IQmeR1wTWqvnz5cuahKlmWz9TUlJgf5+zsjElJScw+paSkENMcHBwcMCkpCc+ePavU3CRra2scPHgwxsXF4bt371AkEuHkyZPlfsfU1BQDAgK0xj4AFL9synoZ6d+/P/My8u7dO4yLi8NBgwYpNem/atWqePbsWUxKSiJG46pUqULMuZWWtNLR0cEtW7aw+l9UVMQ550tPT08jyWliGSDp0LQ0qampxOgXj8fDZcuWcToDX758wXXr1nFKNvF4POzUqROuX7+eleTk4eGhlPZtSShp5rYq2dhmZmZYs2ZNdHFxKVFCY/Xq1bFDhw4YHByMy5cvx99//x0jIiJkzm1s0qQJ7ty5UyW5HVXF1SXD4xkZGXJfuPl8PtarV491DMqrfahWrVqpvtCUBlrnUHIl4sTFxZV1txARiTlhsi7oHj164OnTp/H58+e4ZcsW9Pf3V1iHWzqMtWXLFhSJRDhnzhxi+dy5cxnD+v37d1ZoqmfPnnjx4kUMDw9HT09PjTiKzs7O2L59e2zatCnLGZXM3EZUPntcrHXIlT3+/ft33LZtm8Kya926dSMcHE2Tl5eHoaGhhFOlp6eHK1aswJSUFJwxY4bcsOW9e/eI7X38+BFnzZql1Ft23bp1ccqUKUw29o8fP2TOq61atSp27NixRALvfD4fa9asiZ07dyayTuvXr0+E542NjfHEiRPMPr148YKYZ2tvb4/JycmYlZVFzOWtWLGiwr65u7srVc9548aNWmsfAP5/usSLFy+YMLa7u7vc79jZ2RH3U4MGDTArKwuTkpKIbHpnZ2cidHjixAnCGbS0tMRdu3Zx1ppWtyKRWNC7Y8eOMqdNNGvWTClBbi6xcrEMkiR3797FkSNHck7BsbS0xBkzZmBKSgouX76ceIkSCAQ4b948mc6sJkhKSuKMGEnW3OZCE9nYYkojK13chEIhenp6YkREBN64cYN5GVQHVWuPt23bVmH/uEZBy7N9iI+PL+tuqYTWOZTS8w+9vLxKve6msohEIs6EAhsbG5wxYwZu374dx40bp7RUgbOzM+7YsYMYgVq0aBGKRCLWfKclS5Ywgt67d+9myU2oGyqtUKECuru7o5+fH86YMYMITefm5mJsbCzrtypUqICzZ8+WO6m7oKAAb968iWFhYdisWTO5DywLCwvs1KkTtm3blnM0xNjYGLt3784KHUnWCC8tEhISWCMELVq0wGfPnmFubq7cxAoXFxfs1q0benp6yh1lNDY2ZionydI/y83NRV9fX5nb8Pf3xydPnmBWVhb+8ccfhCNoamqKVatWVXukU/LhxuPxMCAgAG/fvo0fPnzAN2/eEOFqKysr/OeffzAjI4M4X40aNcLVq1eXKFHL0NCQNV1DG+yDWIA8KioKly1bpnQ29tq1a/Hu3bvENmvUqIEZGRn4999/E2HuOnXqYHp6On78+BFv377NmoOuo6NTotC05OiKhYUF/vHHH5iVlYVPnjyROecSoPglV3peNheKxMp//PiBO3bsQC8vL87fad68Oe7Zswdzc3Px6dOnrHvSxcVFY1I8XKhTc7u0s7G5kJWV7u7urnZ525JmpYtRNXucq0knkpZ3++Dj41PW3VIJrXIoU1JSWBdIbGxsWXeLICYmhtXHBg0aKPXmJ5kla2triwcOHCDeoCdNmoRfvnxhzR9ycXHRiKC3rPCpvb09LliwgKnPLRKJ8PTp05yCssOHD8fXr1+rfNy+fPmCR48eVSp7XNI4rF+/nhECFtcIlw4hGhgYYGhoqMKqDeqSnZ2NU6ZMYYnab9q0iTFWiYmJOGDAAKUq9ejq6rJkpmSJoEuSn5/PmawmbuIa4ZmZmay637169cLs7GwmKz0iIkLtTHTJVrFiRaxXrx7hcBgZGeGxY8fw6dOnRCJax44diSka+vr6OHLkSKUqVNWrVw+TkpK00j506NBBbhibx+Nhw4YNcfbs2Uw2NmLxS4SkrJWdnR0+e/YM4+PjiSkmpqam6O7urhFBbz09PVy0aBETmv7x4wehlWphYYHJycmYkZHBWXNbsgUGBip1TUuLlfv4+DAyX8nJyThx4kTOfRNLTj148AARi+3Wxo0biZFLHo+HU6ZMUbsKiiJUqbmtShhbU9nYipAnQC4QCNDR0RHr1auntvaiQCBAJycnIpR+5MgRTExMVDj1SdnwuNj2cWVUa4N9KO2kME2iVQ7l7NmziQNtbm6utiH49u0bzps3D318fBjh1JiYmBL3MTs7W6Eyvrg2tuRNKln5Q0dHB+fOnUs4H1ZWViWa/yKZNT1y5EhWH/38/DAzMxMzMzMxMjKSU2BYIBBgmzZtWPMHAZSvua0MqampGBwcrNTcLK7wuKwa4ZIZ4aXB5cuXWdmj7u7uGBgYqLSmmbu7O8bFxTFOquRnrVq1UlhirbCwEEeMGEF8T3oOprGxMUZEROCVK1cIx2PkyJHE23pqaipnRmPjxo0JJ0/dkU2hUIgODg6E09G8eXPs1KkT87eTkxN+/PgRBw0apHB7w4YNU8s+KGMLioqKMCYmBrt3746VK1dGAwMDdHV1xfDwcMzJyVH6GlHGPgAUJ4oMHz4cf//9d9Y5z8nJwYcPHxLTHMTHUt06xuLQdGBgIE6dOpVzfp+xsTERMheJRMS1ZmhoiJcvX8aIiAjWvSv998iRIxXOD8vMzMRWrVoR35s6dSr++PEDDxw4IFPFon79+owovpjXr1+zoluOjo545coVpc+dKihTc1uTYWxNUlRUhGfPnsVevXpxRo6cnJwwMjKSVf61tATevb29cdCgQTh//nzctWsXZyi9oKBA4Qi79PNTWfuQkJCAY8eOxTp16qCBgQFWqVIF/f39iSSj0rQPs2fPVvr7ZY1WOZTSxmXy5Mlqbys1NRUBiueYiauyaMKhRETO5IEaNWrg2LFjMT4+Hj9+/EgYYiMjoxKF+gDYVS1cXFzw8OHDRNb0169fceTIkcR6pqamuGfPHtawf1FREZ45cwZ9fX3lOgz169fHS5culfiYFRYW4okTJ7Br166cx6Jq1arYqVMnbNy4scLweN++fXHbtm34zz//cGaE16hRQ60a4YrIz8/HM2fOyKxkItmsrKzQx8cHmzdvzjlqaWNjg3PmzMGVK1cS0xUcHByIrHwuioqKcMKECcT22rdvzxolsbOzw8mTJxPH57fffiO2dfnyZc6HgY2NDTG3t3///nj//n2cNm0aq9xoSa9tOzs7YiRT1vFs2bKlWvZBGVvw7ds3BCh+8YuIiMAtW7bgsGHDkM/nY+vWrVW6lrjsg2QYOzk5GT98+EDUmh42bBi2atWqRILe0lnM06dPx/v372NWVhbTt5MnT3KONgkEApbzNWvWLOZzoVCIkydPZp0nQ0NDVnGAiRMnKjxeiYmJxEuYrq4urlq1CufMmcP5Yi1dtlOMSCTCXbt2seZsBwUFlUrEQlHm9j///PPTw9jK8uHDB1y+fDmr7+Lrx9fXF8+cOaNymV3E0hd451J2kGw8Ho8V+VLWPvj5+aGNjQ2OHz8et27diuHh4WhtbY2GhobMIEpp2ofWrVurfLzLCq1xKIuKilgX3vHjx9XeXm5uLqNHeOfOHc6HiLrEx8cT/dTT0yNqTas7wV3y5g4ICMDdu3fjmTNnWAkZXGLlly5dYo2ederUiQljy+LDhw+cc38k923QoEF448YNtRw0dQTIVQmPu7i44ODBg1nSSuKbX7pGuCqIRCJ8/Pgxrl+/XilRcSsrKwwNDcW///6bMMofP37ElStXcmoI8vl8bN68OfHWamhoiIcPH1bYN+kR/cmTJ+Po0aNZ15+9vT3hpKxatYrYFleii+SDUvz/nTt3ImJxFryjoyPhDCxZsgRPnz6Nq1atIj7TRKtfvz5++fJFbfugjC3Iy8vDGzdusL4bFhaGAIDnz59X6rcQ2fZBV1cXp02bptFa046Ojrhq1So8ffo0LlmyhDhPXGLlWVlZrJFtyRYdHU2sv3LlSuJz6XnUAoEAg4KCWA/HOXPmKLQThw8fJkbOzczMsFmzZpw2qEaNGrhy5UrOSl8ZGRksUX47Ozs8ffq00udKFWRlbrdo0QKHDBlSbsLYkkgKkHNNcbG1tcV58+apNY1JlT5ICryHhYXh4MGDsVmzZhopc6qvr487duxQ2z7cuHGDlaiVkpKCenp6OGDAAEQsXftgYmKilhNfFmiNQ/n48WPWhaKoQLuyaNqhTEtLU+vC5/F4xOiOjY0Nbt26lQgv6uvr47lz5xCxWO9P+sG9Y8cOoi/Z2dmsBB5DQ0NWPVppZNXcNjIykjkh2s3NDaOjoxW++WtagFzZ7HGBQMD5eY8ePZTOCP/48SMePHgQR40apTCM7eLiwnqIWFlZydQXE4lEeOHCBfTz8+N86ZBOrFqwYIFCQ7No0SLiO1OnTsWkpCS5NcIBAHft2kX0a/To0cxnsuZWGhoaMmGg9+/fs0KS4hedvLw8QnhcIBBgaGgojho1ilhfmfmm4talSxeN2AdVbcGDBw8QAHDdunVK/4a69kF8/0n+PXr0aAwNDSWcrT59+mBeXp7SYuUXL15kXcuS5zgoKIhYf+fOnXL72LNnT0xKSmI5k4sXL5Z7XIqKinD+/Plyr3nx9eLn54cXLlyQacOOHDnCCjcPGDCAs8RqSZGVuW1qaio31Pszw9jSKCNAfujQoVKbHqQKmgilc9nTkvoPDRo0wAYNGshdR1P2gUvDszyiNQ7lnj17iANsa2ursW1r2qFERJlvVpIXtuTDoUqVKkSGYrVq1fDff/8l3niNjY2ZEbVjx44R37e2tma9Id2+fZtVDq9ly5b47Nkzmf0W19xWlLn9+PFjnDJlCud8MC7BdMRikeo1a9ZwvqlrSoBclexxySYrI1y6Nra88H+lSpU4s7EPHjzICm8NHjyYEarmIi0tDRcuXMg6D9LNz89P4eT1NWvWEN8JDg7GoqIivH79Oqu0puR1evLkSWYbeXl5xCivo6MjpyyLm5sbkzSSn5+PY8eOJT4Xi6AXFBQQ8yJ5PB5u3boVV69eTSwbPHiwUuevX79+GrEPqtqCc+fOIQDg3r17VfodWfaBz+ejg4MDtmvXDkePHo2RkZGMoPe2bduIkeTVq1fjli1biGWDBw/GgoICpcTKs7OziWpc4ntX8iW1RYsWxOjMiRMnZN4DTZs2xevXr2NRURHxAgIAuHbtWrnH49u3b5wlPiVb5cqVceHChXIdgc+fP+PAgQOJ71laWuKhQ4dUOj/KIM7cVnYKQlmEsaVRV4C8vCIOpSsqtyi9vyX1H0QiEdrb22PHjh3lrqcp+6Dq98sKHiIiaAGLFy+GOXPmMH936tQJTp8+rZFt3717F7y8vCAmJgaGDh2qkW126tQJzp49y/zdt29fMDExgW3btgEAgKGhIfz48QMAAPT19aFOnTpw7949AAAwMzODDRs2wMKFC+Hx48cAAGBiYgKbN2+GunXrwubNm2HDhg3MtuvUqQNr164FW1tbAAAoKCiATZs2wdatW0EkEgEAgI6ODkyePBkGDhwIfD6f1V9EhBs3bsCqVasgJSWFWc7j8aBnz54wduxYsLGxYX0vNzcXzp49CwcOHIDExETW5/Xr14dmzZrB69ev4ezZs5CXl0d8bmZmBr179wZ/f3+oXLmyEkdWNb59+wYJCQlw8+ZNuHnzJrx+/Vru+gKBALy9vaF+/frw8OFDuH37NuTk5HCuq6OjA56enuDt7Q3e3t5Qs2ZNzmMLAPDhwwcICwuDS5cuMcusra0hPDwcvL29ZfansLAQrl69CgcOHIAbN24A1+1aqVIl2LRpE9SsWVPmdg4dOgRhYWHM97t37w7h4eEgEAjgwoULsHbtWnjx4gXrWKxbtw5atWoFAAAfP36Efv36wbt37wAAoEOHDvDx40e4f/8+8b1OnTrBihUrmL8PHjwIixYtgsLCQgAAqFq1Kqxfvx4cHR0hIiICDhw4wKw7c+ZM+PjxI3OfCIVCaNy4Mdy4cYNzv2rWrAmLFi2ClJQUjdgHVW1Bhw4dICEhAV6+fAmmpqZK/460ffD19YXRo0eDnZ0d6OjosNa/fv06jB07FoqKigAAYNSoUWBmZgbLli1j1unbty/MnTsXUlNTYdy4ccy1LhQKYe7cudCnTx9m3QcPHsDs2bOJc+7p6QlmZmZw4cIFAACwsbGB/fv3g4WFBQAAXL58GSZMmMDYFDHVqlWDSZMmQfv27aGoqAjmzp0LJ0+eZD5fuHAh9O7dW+axePz4MQQHB8P79+85P2/WrBn0798fWrRoAUKhUOZ2bty4AaGhoZCZmcksa9OmDcyfPx8sLS1lfk9VMjMzYdmyZXD+/HnmfMiiSpUqjH1o1KgRGBsba6wfypKXlwdnz56F/fv3c9poNzc36NevH/j4+ECFChV+ev80Qe/evYnnlhhjY2Po0aMH1KhRAxYsWMAsL6n/sHv3bhg0aBBs374dhg8fLnM9TdmHRYsWwezZs9Xu70+jTN1ZFZg7dy5rREJTlMYIZd++fZV6a6WNNtpK1vh8PgYHBxPL1LUPqtgC8XSCjRs3qvw71D7QRtvPa9Lz00viPyQnJ6OJiQk2bdpUbjRNk/YhNDRU7f7+TLiHU8oh+fn5xN+6urpl1BPlKO/9o1B+FUQiEaSlpRHLSvv+279/P8ydOxdGjBgBISEhKn+f2gcK5echjqqIUff+e/fuHXTt2hUqVqwIhw4dAoFAwLmepu2DdGSvvCI7flDOkD7A0g5meUNW/wQCARMmMTMzg8+fPzOfNWnSBB48eADZ2dkAUDxc37lzZ/jx4wf8+eefkJubCwDFodbWrVtD1apVAQAgKysLrly5QoSMzMzMoFWrVky4SpLc3FxITEyEpKQkInxlbGwMDRs2BEdHR+DxeErvq0gkghcvXkBycjLrxgUoPncFBQWscK2BgQHUqlULatWqBYaGhkr/nqogInz9+hXS0tIgLS0N0tPTmfArF5LnSBYVK1YEe3t7sLe3B1tbW84wpaI+JScnw507d4i+1KtXDxo0aCA3tCfJu3fv4PLly8z0CUl0dXWhRo0a4OLiQoRb3rx5AxcuXGD20dbWFjp06EDsQ1ZWFpw8eZK55sSYmpqCl5cXZGRkwIMHD5jf8fX1BUNDQzh69ChkZWUx6/N4PPD09IR69eoBn8+HgoICuHr1KhFqrV69OjRv3hySkpLgzp07zHIXFxfIysqCt2/fytx/HR0d6Nu3Lzg6OsKJEyeY5aVpH86fPw+DBw+Grl27wqZNm9TahnT/6tevD56ensSy79+/w4kTJxh7YGtrCxUrVoT//vuPWadRo0ZQu3ZtuH79Ojx79oxZ7ujoCC1btgShUAgikQgePnwI9+7dY+5BHo8HDRo0ADc3N/j+/TvEx8czfXJ3d4dKlSrBnTt34MuXL0SfKlSoAN27dwcTExNmWUFBAZw7d4659wUCAXTo0AHs7e2Zdb58+QL//fcfPHnyhPPcGBoaQps2bcDa2lqp41dUVAT37t2Dhw8fMssEAgE0btwYXFxcVLJf4n149+4dvHnzBtLS0ohrmAtjY2OoV68eVK9evVy8HPz48QMeP34Mjx8/Zq4XMXw+HxwdHcHFxQWsra1VPjbawLFjx+Djx4+cnzk4OECbNm0gJiaGWaaOfcjKyoLOnTvDly9f4Nq1a2BnZ8e5XmnYBz09PbW289Mp2wFS5ZHOVu3UqZPGtl0aIW8fHx/WsLvk5G3pusTz5s0jlrm4uOCbN29wy5YthOSHs7MzPnr0CBGLsyLXr19PlMTi8/k4c+ZMznJmsjK3pWtuK0tqair+9ttvnDWWK1SogMOGDWPKmSkSTO/VqxeeO3dOY/IIqmRjS9fGRiwWs+WSAOFq8mqPKyIlJQW9vb2J7bm6urJqfcujoKAAx40bJ7ePbdq0wQMHDjBJGVeuXCEmqjdt2pSVJPT+/XvO8wVQnKwhWb6uTp06+PXrV/z06RNnwkmTJk0wJSUFEYsntC9cuJD43NPTE1+/fs2qZjFo0CClallLJ5eoax8U2YJbt26hoaEhent7l6i6irR9WLRoEfH5+/fviYS6Bg0asJJNNm7ciK9fv2bVtQ8PD2eynx8/fkwUTRBf7/fv30fEYrkgydKYzZs3Z+l5ipuTkxMrQ/zTp0/E9iUTB/Py8uQKkIvb+PHjVUpQuXv3LtapU4fYRrNmzVSqKCIWFV+0aJFCUXHJ1rhx41It0agK6gqQ/4rIq6alp6fHugdUtQ85OTnYokULNDAwwJs3b8pc72fZh/KK1jiUv0qWN1czNzcnDJqTkxNevXqVVXKsffv2jN7ay5cvWXWLnZ2dObWwlM3cVgZFAuS1atXCNWvWyJTnUCSY7uzsjMuXL2c9uBShiWxsaUQiEZ46dQpdXV1Z25CX2Wlubs6Iq7969UqpYxoZGUlIpAiFQgwLC1NJtiM2NpbYBlcfxYLpL1++xNu3bxOahx4eHqyHz6tXr7BKlSoy91VS283X15fJHud6wOnr6+P69euZl4YjR44QeoPW1tZ45swZnDdvHtF3eQLQ4iZdvak0sryTkpLQwsICXV1dSyw/Iy+L8+vXr4Tig7OzMyHzxOfzMTY2Fm/evEmIfBsZGTGSVEVFRbhu3Tq5L5tFRUXYvXt3znMp3apUqcK6ljMzM4njbmZmhgkJCfjy5UuZAuSS51VHR4fRLlWG/Px8nD9/PnFt6erq4rJly5R6iVO2NjbXfSOv5vbPpjQFyMs7eXl5THnYDRs24OTJk7FHjx5y5eK4mir2obCwEHv06IFCoRBPnTolc72fZR/KM1rjUJaGDuX69esxPDyccdx69+6N4eHhGB4eXiJh2ZLozMlqdevWxSVLluDBgwcxLCyMZfzHjh3L1LQWo8ma2+oIkCvi1atXOG/ePM4qKIoE01URFdfT08P27dvjsmXLWKLiyiCrRrienh56enrKHMUTNxcXF5wwYQKeOHFCrsTPgwcPWI5Rw4YNmRFpZfjrr78IY6Srq8t5fPl8Pnbv3h03bNhA6PXVqVOHdV9J1/2WdAKlm3jyeEREBLNM2rls1qwZ7tu3D7du3YrDhw+Xuz1lm7TQtqr2QZEt+Pr1K1apUgX5fD4uXboU4+LiiCZv1EIaeTpz0vW5bW1tib+FQiEeOHAAd+zYQbw8SIqVv3jxAtu2bUtsn+tlc86cOTKPp+T9JK7PLb0PkiOb4rKm3bp143yZs7OzY2ns/vXXX0ofs0ePHrFGYj08POSWe1WlNrajoyN6enqydC+5am6XBcoKkCvzAlveycrKwvv37+PBgwdx6dKlOHr0aGzXrh06ODioXea1Xr16atsHcfSje/furPs+Li4OEfGn2YfyjtY4lJqulIOIckOhqampam9XWuleskkKsVpYWJS4LJ2uri62bdsWQ0NDMTY2Fq9du4bp6el49+5d1ggmgGo1tzUtQC6L/Px8PHToEGd/Af5fMP3Fixd44MABtcPYJUVejfAFCxZgVFSUQnF1ReHxvLw8DA0NJZwwPT09XLFihdIPtTdv3rBCQIMHD8bevXtzjhza2dkR+1S9enWiZjNisaappOPXrFkzlnC0uG3fvh0fPHhAvMioIlKuTuvSpUuJ7IMiWyAuzyirDRkyROnfklUJo7CwEP39/ZnlpqamhE6onp4exsfHyxQrF4lEnBVBxo0bx3rZlCVOXqlSJWIKhqGhId6+fZv4bmpqKvESZWJiwnrZAih+kejduzerDruXl5fCCl1iCgsLcfny5YQTJRAIcN68eazRe1XC2BUrVsTevXvjhg0bcP78+XJrbpcl2iRAriwikQjT0tLw2rVrGBsbi6GhoRgYGIiNGzdGS0tLte5/eefa0tISW7duzRp0UNY+SJd8lm6I+FPsgzagNQ4lomZreZcmXLV6pZuTkxPhpLVq1QpDQ0MJwykUChWW81O2Va1aFSMjIzElJUWh8fkZAuSykCeYLq8pG8bWBO/fv5dbIzw/P19pcXVZ4fGEhATW8W/RooVcUXpJsrOzccCAAcT3/fz8MCUlRSnB9CpVqjBzHsWcO3eO2OfAwED08/NTev6ZvMbj8ViOkJubG65YsYJTQF3cJO+XqlWraqV9ENf6lZzioq+vT8wdNTQ0xKNHj8oUK3/79i1269aNdQ6lS74VFBRgaGgo60XW0NAQ58+fT/RNR0eHqcol5vHjx5zOo2QTC5CnpKRg7969ic8GDhyo9Nyyp0+fEvN0AYpH+yXnMCobxpYWFc/Pz5dbc/v9+/clP9ElQNsFyGWFpl1dXYlpGKq0ihUrYoMGDdDf3x9nzZqFW7duxYsXL+LLly/x8+fPCr8vbV+0yT5oC1rlUErXJjY3Ny/RxNfSIDs7W2VnyMXFBYcNG0Ys8/T0xFevXuGHDx9YRrlChQro6uqq0LDLalzVOA4dOoS7d+/GQYMGcd7wVlZWOGvWLHz+/HmpHTvJMHaXLl1klvgTOyCurq64aNEitcLYmuDp06esCi0A7BrhkrXHueY9SV8L4vB4ZmYmTpkyhXj4Gxoa4qZNm5SaWiASiTAyMpL4vpubG6ampmJBQQEeO3YMO3XqJHOU3MjICNevX49bt27FWbNmob+/f4nrcDs4OLDmZJqamjJzhDZv3ky8aDk7O2NcXBwxOqqnp0c46bL6ry32Yfbs2Thv3jzmb6FQSFwnJiYmuGfPHmKZjo4ObtmyBRER9+/fj+bm5sQ2hwwZQkzbEYlEePz4cVblLB6Ph0FBQfj27Vti2gCPx8P9+/cTfb9x44bMeZY8Hg87deqE8fHxWFBQgKmpqcSoGo/Hw2XLlil93UZHRxPnnMfj4ZQpUzAzM1PpMLas2tiyam7369fvp5dAlCQnJwd37dols3pVkyZNcOfOneXmmi6N0LS9vT22bNkShw0bhhEREbhv3z68ffs2MwIvTX5+Pl6/fh3nzZunsCqa9HQibbIP2oJWOZQpKSmsiyQ2Nrasu0UQExPD6qOy5f/EzdPTEx88eIAnT55kzX/z8/MjEic+fvyIU6ZMYY3i8Pl8lX+Xq1WtWhWDg4Pxzz//xPT0dI1PSv/48aPSYWwuI2VhYYHTpk1TKcNT0yQkJGDr1q1ZfZNVI1zZ2uPi8PjIkSPRzs6O+MzHx0fpsOHJkyeJkLalpSVevnwZc3Jy8NGjR7hlyxZs27atRsLSXM6dZDixRo0a+PXrVzx69ChLHSAgIAA/fvyIV65cIUJfxsbGuHr1asKZUTTCqk32QdKZlN43CwsL1r5bWVnh1atX8cOHD9i/f3/iu5UqVcJjx44Rv3nr1i3OzG0zMzP8559/EJEdApcUY7579y76+vpyHl9LS0ucOXMmMXJ++fJl4vyZmJjITWaQ5PXr19ixY0fiN+zs7HDkyJHYqlUrpcLYmzZt4hzJl1Vzu3Xr1mWauf3kyROcNm0a5wiroaEhjh49Gv/++++f3q/SCE3r6upirVq1sEuXLjhu3DhcvXo1Hj9+HB89eqSUcycSifDJkycYFRWFPXv2ZE0/ktXGjRvHmYehDfahLJ9tqqJVDiUisoyNl5dXuci8Qyy+2OXJF0iPIqiSmSYepRDvqzKZ24WFhfjy5Uu8ePEiMcrUoEEDuRmd8pqBgQHWrVsXfX19ccqUKbhhwwY8ffq0UqF0RHY2trw5pNJh7KysLIyKisK6detyrt+hQwc8cuRImdTIlZURLqtGuBhVao9Lj9iamppiXFyc3Ov/48ePmJCQgCtWrFAqW1pR4/F4WKVKFWKkks/n49q1a/HLly/45s0bhb8zaNAgRCzOEvbz8yM+s7W1xVOnTuGLFy+IkC+Px8NJkyYRmcOy5nBqk31wc3Mj7gHJfbKxscHJkycTn9evXx9fvHiBJ0+eZGWC9unThwjVPnnyhJiTKdksLCyYqSEnTpwgrruwsDD88eMH7tixg8g2l2xNmjTBPXv2sOTJoqOjiRHmGjVqsBJ6ZB2bXbt2sWyivJccgUCAzZo1U1gbW1xzW/qFtCwztwsKCvDIkSOsKQziVrduXYyKisKsrKxS7cfPDk2rM03q8+fPePjwYQwKClI5QiIQCHD79u3MtrTNf/Dx8SnrbqmE1jmUx44dY1004kyrsmbXrl0yL2zpTFZ/f3/iLU8oFMp92+Lz+dikSRMMDQ3FFStWsLLWlMnczsvLw3379smcZGxhYYE1a9ZkjYYp27hC6QcPHsRjx47h8uXLNZaNLRKJ8Nq1azhgwABWViZAcdhkwYIFSo/gaRJZGeEGBgYYGhqKX79+lft9VcLj4ubp6Yl79+5lvTRISgKp0vT19dHR0VHmlANTU1OcOHEiBgYGEt+5fv06IhZnmnOdF8m2fv16RCw+l3v27GH1deTIkfj27Vvs06cPsbxbt27ES5SkAyLr5aQ82wdJJ0dyX6pUqUJI+ohtRnp6Oo4YMYJ1PiRfNjMyMnDcuHGciXQAxSPft27dQkTEa9euEU7bgAEDcMKECTKvHTs7O87s7Pz8fJbMmY+Pj1LyKc+fP5cZ5pVussLYXGRlZeHcuXNZ0ZuyzNx+8+YNzp8/n9PG6urq4oABA/DatWsadXLKQ2haFSTD2E2aNJHbR0tLSwwICMCYmBh8+fIlEfUwMDBgjYxrm/8QHx9f1t1SCa1zKAsKClihUTMzM5kjQD+LtLQ0mUZY+uHatWtX1jyxe/fuscSZlW2tW7fGBw8eyOybKgLkYrKzs/HRo0d4/PhxXL16NY4bNw67dOmCtWrVUugsqNIcHR1x9OjRePr0abUyKn+2YLqyyMsI37Bhg9JZmc+ePcP169dj+/btNSKvw9WqVauGa9euxatXr2JaWhrzQPjx44fMzHtxk7ymTE1NmetQMnTD5/M5741JkyYx5/zNmzfYqVMn4nMHBwe8ePEiSwS9bt26hA2Ql7RTnu2DpAMsuQ8ODg6sUfjw8HD8888/WbavU6dOzEjj9+/fMSIighV9MDMzIx7K4jBfYmIi4cRy2QfJ1q5dO857NDMzk/WSOnXqVJkjhoWFhUw2NpfGq2RTFMbmIi8vD9evX19uMrdLW4BcJBJhenp6uQpNq9p/ZcPYurq62KZNG1yyZAneu3ePZdenTp2KAMWOprQ6AaJ2+Q/VqlUrc7kqVdE6hxIR8ejRo6wLrXv37mU2dC0SiVgZluImbUCk38Tbt2+P586dY02Wb9myJT58+BD/+OMPHDZsmMLwuKOjIwYFBeHhw4fx8+fPjAB5ly5d1BIgl4d0KH369OnYpk0btLGxUXvepnQoPSoqCs+cOaN0KL20BNNLiqKMcPE1Kw5N79u3DyMiInDYsGHYsmVLtROvxMfUxcUFAwICcOnSpXjw4EG8f/8+fvnyhSWC7uDggImJiaz+5+bmEvPneDye3HlslSpVYhK3JOVtLC0tcdKkSazrw9bWFrdu3YoFBQUoEolw8+bNLMd50qRJuG/fPmK5paUlOjg4EA8aeceivNoH6b47OjoSToCRkRH+/vvvrJdNIyMj3LJlC4pEIiwoKMCtW7ey5lsbGhrixIkTiSkI4szW58+fy50yoKOjQ9iNnj17clbfSkxMJB7Qurq6nGLlr169wm3btinMxubz+UqFsWUd5/KUua1JAXJtCE2rgiph7Dp16uCkSZPwjz/+YMlfSZOfn48XL16U+1zTFv9BXKRAm9BKhxIRMSAggHUCIiMjy6QvS5cu5bwRpB25GjVqEH+PHz8eZ8+ezdIcXLVqFRYVFeGHDx9w8uTJrIeloaGh3DmQPB6P8wGrrgC5NKqIigsEArS1tUVHR0eFIyDyHjJcWel///03Zwi5JILppUVKSgorhCk+l+pKQ1WoUAHt7OyUeqBwiatLi6AbGhri4cOHWX3Pz88n7jc+n4/9+vVjXc+S29m7dy9LpNvDwwMfPHjAOVpZp04dPH78OIpEInz27Bm2aNGC+LxWrVq4Z88e4uGjo6PDkgqS18qbfRDfk+L/V61alXDWHR0dcc+ePZwvm8+fP2cyt6XLEAoEAgwODsZnz54Rma0dOnTA3Nxc3L17t8xR3Zo1a2L//v0J2xUYGMj5Unf48GHCyZcUK1dFVByg+IUmJiZG7YIS5SVzuyQC5NoWmlYFdcPYqhTfUIXy7j8EBgaWSV9KitY6lB8+fOB0UCSzE38G0rWHuRqfzydGHXR1dXHhwoWcVVGSkpIwOzsbly5dKrfmdlFREd67dw+XLFmCbdq0kTtqxOPxsHbt2rh06VK1jasq2djyRMWlQ+njx48vcSjdysoKmzRpggMGDCAE3l++fIkHDx5UKJiuaF6jsoizpo8fP45r1qzRyL5ZWlpi48aNMTAwEOfOnYsxMTGs0LRIJMLY2FilHVNJcfVTp06xJoIvWLCANWpSWFjImru3YcMGvHDhAvr5+XE+IKpWrYqhoaHESGK/fv3wn3/+kXk8WrZsibdv38aioiJcuXIlS9B6ypQprPAq14uDrFae7IPkMZPeh9atW+OkSZOIdSRfNmVlbvfs2ROTk5NRJBIRCTnVqlXD0NBQTgdcIBCgn58fXrhwAdevX098NmrUKNZoVVFREc6fP59lu06dOoWLFi1SmI0t2YyMjHDnzp1qOzflJXP769evGB0dLVeA/ODBg/jy5ctSCU137ty51EPTqqDJMHZpUJ79B2tr658eSdMUWutQInJPsAUoftMo7bcvkUgkd+RB0lhLPhStra0xODiYMLhCoRAXLlyIubm5KtXclidALq9Jh8e5KEk2trrIy0pXtVaruIlD6e3atUNPT0/OkRkjIyMMDg7mDPlKUxqhaXHj8XjYqFEj3LJlCxOaVoVXr14RI4IAxcoC9erVkzsVwczMjOVo+Pn5scpEFhUV4YQJE4j1li1bhojFc4CmTp3K+TtCoZAYiVu8eDFhSLmSR/z9/fHJkyeYlJTEcnjd3d059T+VbeXBPkjeT9LqD/3792c5Jl5eXpiUlCQzc7tp06ZMUhQi4qJFi2Qef0nbNHXqVOaejYyMJD6fOHEi6zh9+/aNpYtbrVo1haLi9erVY+nrtW/fXu1SgeUlc1ueALm+vj42aNAA27Ztq7WhaVUorTB2aVFe/Qdp2S9tQqsdSkTkrOELUDwnorQm2qalpcmdEyVpSCX/rlu3Lnp4eLCW3bt3D0+fPq105nZCQgIOHz5crgD5jRs3MCYmBgMCAuS+/Upmj+/duxfXrFlT6rWx1aU0nTlxq1WrFk6dOhWPHDlCOLWenp4lypp2dXXFHj164OTJkxmppeTkZNy8eTMr41PZjHAuioqKMCoqinCceTweTpgwAffv369S9riDgwP++++/xPZFIhGrwMC8efMYA/zw4UOFklQ8Hg/37t2LvXr1YpbVrl2b1S+hUIjjx4/HtLQ0XLhwIeEU6ejoYK9evdQuXVoe7IP4XEvvk/TLZnh4OKalpXFmbtesWROPHDlCPAD37dun8HeNjY2ZEqwikQhDQ0OJz+fMmcN6qP7777/EaLO8Js7G3r9/P44fP56VgBQVFaXWQ7s8ZG5nZGTgwoULsWbNmhqzO+UlNK0K5S2MrQ7lzX9YtWpVqfzmz0LrHUpExLCwMM6TY2pqirt27dLYDSnWSlPGsZB2Jhs0aEDIc/D5fJw5cyb+9ddfStXc/v79O27btg09PT05f69ly5a4b98+zonz0uFxdcKvpVEbW5NIhtI1FW5WpSkTmpaFpjLCJUlJSSFqMgMUj97cu3cPEZUXVwcoHhGUrj0uOQIGUJzVK95P6brfsuSHunfvTszhnDt3Lm7cuJEVijI2NsaIiAi8fv26wqxgVVpZ2gcAcmTW3NycNReybt26eOPGDc7M7UqVKmF0dDRxbdy9e5el6ylukrZHsj63SCRilXpbvHgxIpLZ2JKaoFyNKxv77t27rH1q1qyZWkLNPzNzW1bWtLu7u9qjjOU1NK0K5T2MrS7lxX8ICwvTyO+UJb+EQ4mInAkP4tawYUOMiYlR+8bNzs7GmJgYuaLlkk3yTY3H47EkbZydnfHgwYOEjp9kXy9dusT89qNHj3D8+PGcD30TExMcP348axRJFuIw9owZM5R+u7ayssKBAwfKDY+XRyRHMxcuXIj+/v7o5uam9iijdNPR0cEqVapg69atcezYsRgVFaWSwDsXymaEK0thYSFGRkYSDrVQKMSwsDCij9Li6vJGGiRrj0vPowsODmYeHNJ1v7t3747NmjVTeN9cvnwZv379ivPnz2eNQtnZ2eHGjRtx2rRpKo9MypsW8rPtg3Szt7cnnG4+n4/Tp0/HjRs3cmZuz58/nxm9ViRA3rx5c8I2StbnLioqwtGjR7Meatu2bcO+ffsqDGM3a9YMw8LCWNnY+fn5uGDBAsJh1tXVxWXLlqk8glhamdu/WtZ0aaFtYWx1kTVS+bPsg7aPTIr5JRzKBQsWKHXDm5mZ4eTJk/H48eMK5/qlpaVhfHw8Tp48WaXa3JIPugoVKrCM04gRI3DcuHGsUTMnJyf8/fffsaioSKEAeYMGDXDr1q0Kb1pVsrGFQiFaW1vL1Trk8/nYtGlTnDdvHl6/fr1MKtKIKSoqYs237Nu3b4lC00KhEE1NTRXqGipqqmalS6NsjXBlefDgAWcC2KNHjzjX//LlC8bFxbFqbnM16WotgwYNYq6L/fv3E/fDqlWr8NatW3IdFSMjIyZTOD09HYOCglij/XXq1OEsdSmrDRkypNzYB+kmPRrr7OyMkZGRMjO33759i4iIycnJOHHiRJnXuliHT1Z97oKCAhw4cCDxHWWSm6pUqYJxcXEy5/c+evSIFUXx8PAgoi3KUtLMbcms6cjISI1kTYuPo5OTE44aNQr37NlT7kPTqvArhLHV5dixY0Qlrp9hH6ytrbVOvFweWu9QrlixQm3DYGNjgz4+Pti3b18cOHAg9u3bF318fFgPSXWatGNWuXJlHDFihNzMbXUEyKVRJRu7Xr16rDC2KuFxExMT7NmzJ27cuLFUpDlycnIwKSkJT5w48VOzphH/XzCd662cx+OhkZGRzEokipqVlRXTB8msdOla6arWCJdHXl4ehoaGsiSqVqxYIXP0pKCgAKdMmUL8tjI6o66urnjz5k0sLCxkZTHu2rULU1NTFZZnbN26NR44cADz8/MxOTkZe/bsqfJx5vF4OGbMmHJpHwDY2pl9+vThHMXt1asX/vfff5iXl4cHDhzANm3ayN2uhYUFvnjxgrM+d2FhId68eZPlsHI16XOtSKx8+fLlrKz8efPmqTxir2zmdmkIeuvo6Mh88XZwcCiRAHl55FcNY6vLhw8fOCOHpWEfAgMDtTabWxZa7VDKy9I6cuSIQodK3VatWjU8cuQIKytSliFu1qwZK/FCnLn98ePHEgmQl3Y29vfv3/GPP/7ASZMmKXwIKZM9Lo2mE234fD5Wq1YN27Zti6NGjWIJequKIsF0BwcHDAoKwtWrV2skgUda4H39+vUYFhbG0nxUVCNcFgkJCazwb4sWLeRWIZEWQbe1tcWQkBCFtcfNzMywb9++hHMgEAjw5MmTePnyZcIhlxUOsrGxwTlz5uDLly/x+vXrSpfo09PTkznxvaztg/R1ZGtryykBJM7cfvnyJc6ZM4dz9KRChQrYvHlz5m+hUIhXrlxh1efu0aOH0mHskJAQ4qEoS6xczNOnT4k+ABQnWd25c0ela1NW5razszOGhYXh+vXrSyU0vXr1agwKCuK8HlQVINcG/lfC2CXh6NGjpWoftFG0XBm01qFURkeqsLAQ4+Pj0cfHRyMXgo+PD8bHxxMjOvJ05kxNTVkXpThz+969exgREcGpCydPgFyVMHZpZGO/fv1a6ezxpk2bYmhoKB46dAjPnz+PW7duxd9++63EoWlZWdMpKSmYl5dX4n2UhTKC6Tdv3iy16jc8Ho/lwOnp6eGoUaNUqluenZ2NU6ZMIV4+DA0NcdOmTTLDdrJE0CVrjyurB6mrq4vnzp3DjRs3EvsREREh93rq3r077t27V6n5kx4eHuXePgAUz+2UPqc1a9bEQ4cO4cmTJ7Fbt26cLzI1a9bEVatW4dmzZ4lRwejoaDx79qzSOpDilwNxbWx5YuXSiEQijI6OJtbn8Xg4ZcoUleabvX79GkeOHMkasRUIBGpn8XNlTSckJDCh6ZIIkGsb/8th7JLwM+zDr4bWOpSqKt2npKTg7NmzsXXr1nKH9SWbiYkJtm7dGmfPni03M5FLT4rLSHXt2hV37NiBffv25QyXVq1aFSMiIph5UmJKGsYuLcTh8YULF2Ljxo3VDgHLMmySYWFVsqZLm/z8fDx06JBMwXR3d3eFgunirHRNhvMNDQ3Ry8tLYShdzOXLl1kyMD4+PjKd0zdv3igUQd+3b5/MrG7p1qBBAyKZxM7ODoOCgpi/jYyM1Jrr1rJlS84QeXmyDwKBgDXCVqlSJVy2bBlGRERwyvMIhULs06cPXrhwAUUiEaalpRFOvJeXl9KJQXp6evj7778zfeQSK/fy8pJ5Lbx+/Ro7duxIrO/o6IhXrlxhrSsrNN2oUSO1q0RJ1poeP3680lnTygiQHzp0SO3EuvIADWNrntK0D78SPERE0DKOHj0KvXv3JpZ1794d4uPjgcfjKfy+SCSCp0+fwr179yA1NRVyc3MhLy8P9PT0oEKFCuDo6Aienp7g7OwMfD5f4fYQEXx9feHEiROcn3t4eIC3tzf8+eef8N9//xGf8Xg86Ny5M4SEhEDnzp1BIBBAQUEB3Lp1C86dOwfnzp2DO3fugKzTVKlSJejQoQN07NgR2rdvD3Z2dgr7qw6fPn2CZ8+esdrz588hLS1NZv/kYWRkBA4ODtCgQQOoU6cOVK9enWkmJialsBeaJyUlBTZv3gwxMTHw+fNn4jMjIyMYOHAghISEgJubm9LbLCoqgrS0NM7j/ezZM8jKylK5nwYGBuDk5AROTk7Ecba2toaoqCjYvn07s66pqSls2LABAgMDWfdTTk4OjBo1Cvbs2cMs8/Pzg9jYWDAyMgIAgISEBPDx8YEvX74AAICtrS1UqVIF7t69CyKRSG4/HR0dwdDQEP79919m225ubrBlyxZIS0tTal8HDRoEcXFxxLLybB8MDQ3B398fvn37BsePH4eCggLi88qVK8Po0aNh5MiRYGtrCwAAT548AR8fH0hNTZX72wKBADw9PeHVq1fw7t07AAAwMzODs2fPgpeXFwAAfP/+HYYMGQJHjhxhvjdw4EDYsmUL6Ovrs/Zl9+7dMH78eOI6HDlyJIwdOxbevXtH2Abxv9nZ2QqPkzQVK1YkrlXJZm9vDwKBQOltPXjwAKKjo2H37t3w/ft34jMzMzMYNmwYBAUFQc2aNVXuZ3ngy5cvcPHiReaZIe+6qFOnDnTs2BE6duwILVu2BENDw5/YU+1H0/bhl6IMnVm1KCgoYI3SmZmZlZoIqbKkpaWxQrgCgQBbtWpFaMCJm1iAXFyTtyzD2IjsrGlNhKbFtabt7e3lzncSh8fnz59f5tnj6pKdnY2xsbHYpEkTzn309vbGuLg4zMnJKfFvSYbSJ0+erHAelKLG5/OxUqVKrJHRtm3bcs6tFIlEGBkZSYQj3dzcMDU1lVnnn3/+ITQD69Spg8nJybh3716larpLjkxu3rwZCwoKWFV6pJuJiQn6+PhojX0QXxdcEl48Hg87deqE8fHxWFBQgN++fcMTJ04oXRu7UqVKuHfvXkxOTsbatWsTyyUrQqWmphKjdTweD5ctW8Y5ov306VNWQpCuri5aW1uXKGsaoHh0c8qUKUxo+uPHjyWOROTk5OCuXbtkzrtt0qQJxsbGao0OpCQ0jE0pj2idQ8mViBMXF1fW3UJExF27dik0nGIB8vT09J8exi7trGnJMKt0aLo8ZY+XNvfv38fRo0dzSjBZWFjgtGnTNB4CkZUR7ujoiC1btizROTY2NuY8x3FxcUT4x9LSEi9fvsz0KTk5mZgvWr16dXzx4gW+f/+ecIoqVqwoV64KoDj8Kp3YxtWio6O12j5YWlrizJkzMSUlhREVV1Qb28jIiFCPqF27Nn748AFTU1MJDVx7e3v877//mP5cvnyZmAdtbGyMcXFxnFnTyob5pJs4NN2yZUvOF5/SqLn95MkTnDZtGmcCkqGhIY4ePRrv37+v0d8sbWgYm6INaJ1DKT1vx8vLq8zn1IkRiUScc5hMTExw7NixuHPnzlKvjS0rEaRy5cpqTXCX1FSUzprOyspS+1iVdvZ4eSArKwujoqKwbt26nPvVoUMHPHLkiMZGZEUiEZ46dYpVTUacEf769WuN10rX09MjHFU+n4/jxo1jEqSeP39OOBJVqlTBlJQUfPXqFaFz2apVK1b5P3X6Ij2vVRvsA0CxAPnatWsxOjoa+/bty6rvLavNmzePyBCvUqUKvnr1Ch8/foyVK1cm7qHnz58zgt7jxo0jRrV0dXVLRdD71atXP6XmdkFBAR45cgQ7dOjA2ce6detiVFRUiWzWz4ZmY1O0Da1yKFNSUlg3UmxsbFl3iyAmJobVx5YtW2osjC0Zmt62bZtWZ01L8vr1a9yxY4fS2ePaFB4XiUR47do1DAwM5BwltLe3xwULFqiUqS2PwsJC3L59u8o1wiVfRmbNmqWUsLm8xuPx0MHBAZs1a0Y4rBYWFvjXX39hcnIyMYrUq1cvnDlzJvO3oaGh0iNjDRo0wPv372ulfejRo4fCMLazszMGBgYSI7mzZs0iko8sLCwwOTkZb968STikpqam2Lx58xILegMUJw7OmjWLCE1zIa/m9o4dOzSW6frmzRucP38+5+i1rq4uDhgwAK9du1ZuXirkQcPYFG1HqxzK2bNnEzeVubm52vNfcnNzccaMGWhra4sVKlTARo0aMSXJSkJ2drZSlTPkhbF/ZmhaVgZwWSIdHpcX7tO28LhYMF26HCdA8ZzbXr164blz5zQSpippjXCRSISxsbGs7zdr1gyDg4NLfE2ampqiq6sroQ7QtWtXbN++PfO3k5OT0lnjI0aMUMs+fPv2DefNm4c+Pj7MvRsTE8Na7/bt2xgSEoINGjRg+qwqytoH6drYWVlZxFzIDh06YJcuXYhrx9XVVe2XSsms6eDgYJbAuomJCe7cuVOhrfgZNbeLiorw7Nmz2KtXL04dVCcnJ60QIKdhbMqvhlY5lNKlCCdPnqz2tvr3749CoRCnTZuGmzdvxqZNm6JQKMRr166VuJ+TJ09mGQTpMDZXaLpVq1YaCU2Ly/1pIjRdHlAlPO7k5KQV4XFFgunOzs64fPlyjVRSKGmN8FevXhFOHkDxfMjr168jYvGIqHjUfNiwYcRDXl0dQcnvKVP1xNjYGFu0aKGWfUhNTUWA4tE38TxULody/vz5qKOjg56enkwijTpw2QfJ2th//fUXZmdnM7Wm169fT7yAqHtMJa8zPp+Pw4YNY9WavnbtGutlp3379gr1GEur5rYkHz58wOXLl7N+Q7w/2iBATsPYlF8ZrXEoi4qK0NjYmLjhjh8/rta2bt++jQCAy5cvZ5bl5ORg9erVsWnTpiXua3x8PNFPPT09nDlz5i8Rmi4P/GrhcVUF09WlJDXCi4qKMCoqighh8ng8nD59OitznUsEPTIyEvft24dz586VWy9Xnda0aVP88eOH2vYhNzeX0X69c+eOTIfy3bt3zIjn2LFj1XYope2Drq4uzps3T2O1pgGKawSHhobivn37MDIykjhvXGLlOTk5OG3aNMJZNTAwwKioKIXXnaya2/3795dbgUkZtF2AnIaxKf9LaI1D+fjxY9YNqGrCipjp06ejQCBgjdwtXrwYAaDExiktLU3tB4E2habLA79SeFwTgunKUJIa4SkpKejt7U18z9XVFe/du0esJ08E/cePH0Ryna6uLoaGhqKfnx/rhUDZ+4ZLyFwd+yDPoZSkJA5lSeyDdIi3T58+GBoaSlz3Pj4++OPHDywqKsIFCxYQ63OJld+9e5c18t+sWTOFSgTK1txWB20VIKdhbMr/MlrjUO7Zs4f1Zqou7du3x9q1a7OWX7hwAQHUH/mURFaBeK7Q9KFDh36J0HR54FcJjz9+/BinTJnCOd/OyMgIg4ODCT1BVVGUES5Pt7GwsBAjIyOJuZNCoRDDwsKIB3x2djYOGDCA2L6fnx9++/YNc3Nz0dfXl/j+gQMHCAdIIBBg37591XIo1bUPP8OhRJRtHwCK55Z6enpix44difml/fr1I5zssLAw/P3334l1evbsibm5ufjt2zeWgz5w4EBiTml+fj4uWLCA+L6uri4uW7ZMbtKMrJrbmsjcTkxMxODgYM4kRjMzM5wyZQo+fvxY7e2XBjSMTaEUozWVchYvXgxz5sxh/u7UqROcPn1arW3VrVsXrK2t4c8//ySWJyUlgaurK2zatAmCgoJK1N9OnTrB2bNnmb/9/f1h/PjxULlyZdDV1S3RtinKk56eDteuXYOrV6/CtWvX4NOnT5zr8fl88PDwgJYtW0LLli3Bw8MDhELhT+4tm5ycHDh58iTExcXB/fv3WZ83bNgQBg0aBF27doUKFSqovP2ioiI4ePAgLF++HDIyMpjl+vr6MHr0aAgJCWEq4EiTnJwMkyZNgkePHjHL3N3dYfXq1UzFEUSE6OhoWLJkCVNNqXbt2rBjxw6wsbGBSZMmQXx8PAAUn4MVK1ZAYmIi7Ny5EwAA9PT0oGHDhnDjxg3OPjg5OUFoaCikpaXB3LlzmeXq2oe7d++Cl5cXxMTEwNChQ2WuN27cOIiKilKrQpS4f5L2oV+/fjB16lSoXr06mJubw/v376Fhw4bw6tUrZv1Lly5BXl4e8/seHh4watQopvpQYGAgxMbGQlpaGvj6+sKDBw8AoLgaV2RkJEybNo2pFJSUlASDBw+Ge/fuMX3w8PCAXbt2Qd26dTn7/PXrV1i+fDmsWrWKqHxjb28P4eHhMHjwYJWq14jJzc2FgwcPQnR0NPz111+sz5s0aQIhISHg7+/PqtxTFhQUFEBCQgJTlSYhIUFmBShLS0uiklnlypV/cm8plJ9ImbqzKjB37lziTa9fv35qb8vJyQk7d+7MWv7s2TMEAFy9enUJelqMsiMrtNFGW8maQCDAcePGEcvUtQ8/a4RS2j6EhoYyn+Xl5RHaknXr1iVCp/3798d169YR3x81ahQWFhayxMpNTEzw1KlTzLYLCwtx+fLlxHxEgUCA8+bNkxk+Lq3MbWUEyP/++2+1tq1JaBibQlGOsh+CUZL8/Hzi75KM8unr6zNv+pLk5uYyn5cUOgpJofwcioqK4Pnz58Sy8n7/SfdP0h5NnDgRrl69CgAAlSpVgoyMDPj69SsAAHTs2BHq1q0LEyZMINZfvXo1bN68GcaPHw+FhYUAAFCzZk2Ij48HFxcXAAB49uwZDB06FK5fv858t3bt2rBr1y5o2LAhq4+ICIcPH4bffvsNnj59yizX0dGBMWPGwNy5c8HS0lKl/S4sLIQTJ05AdHQ0nD9/nvV53bp1ISQkBAYOHAgmJiYqbVuT0NrYFIrqaI1DKW2ApR1MVbC1tYW0tDTW8rdv3wIAgJ2dndrbFiPdPxcXF3B1dS3xdimlR3Z2NmRmZkJGRgZkZmbKvcbMzc3B2toaKlWqBObm5sDn839iT4tBRPj48SM8f/4c0tLSWGE3fX19cHBwAEdHR5Vfkr5//w6PHj2CN2/eEMvNzc2hXr16nI5EUVERPHr0CJ48ecIsEwgE4ObmBo6OjsDj8SA/Px9u374NmZmZzDpOTk7g5uYGycnJ8PjxY2Z5rVq1IDMzEz5//iy3rzweD2xsbIhlJbEPPwPp/unp6QEAwKZNm2DTpk0AUGzzdHR0GFvVuHFjqF+/PhHanzNnDsybNw/Gjh0L0dHRzHIfHx/Yt28fmJmZASLC5s2bYdq0afDjxw8AKD5mkydPhoiICM5r49q1azB9+nS4ffs2sbx///6waNEicHJyUml/09LSYOvWrbB161ZIT08nPtPV1QV/f38IDg6GZs2aMWH5nwkNY1MoGqCMR0iVZtGiRURooVOnTmpva9q0aZxZ3uLf0IQEhY+PD9HfGjVq4JgxY3DlypV47NgxfPjwoUZEfimlg7Zlj5eWYHpCQgJL/xVAfkb45cuX0cHBgVjfx8eHyS4uKCjAKVOmEJ+3atUKMzMzWfd5SEiIwioyAMAKm6prH35WyFvaPixatAivXLlCJMhUrVqV+X/t2rUxODiY+M7ixYsxMzOTdX6mTp3KSGS9fv2aVa7W0dERr1y5wtkvTWZul2cBclXD2G3btqVhbApFAVrjUGoyy/vWrVsIQOpQ5ubmorOzMzZu3FgT3ZWbxSm9H82bN8chQ4bgwoULcffu3fjXX39hZmYmlQkqR2hL9nhpCKaLRCI8efKkShnhX79+xdGjRxPrm5qa4u7du5nrOjY2lsgUd3BwwMTERFyzZg3xvQEDBhAOiWQGsKQDpgn7UFZZ3mvXriXmKNrb2zP/r1KlCgYGBhLrr1u3DhMTE7FatWqE47Nz505ELD5ncXFxrBrtQUFB+O3bN1Z/NJm5XV4FyGk2NoVSumiNQ6lJHUpERH9/fxQKhTh9+nTcvHkzent7o1AolPnmrgol0ZmTbMbGxli/fn308/PDGTNm4ObNm/HChQuYmppabkW6/1cQi6v379+/3Iqrv3r1CkNDQzUmmK5OjfA//viD9fu9e/dmRqW4RNAPHz6MW7duJUS227dvTziSlSpVIo4x17FXxT6sX78ew8PDMSQkhOljeHg4hoeH45cvXxAR8cWLF8wysZC3+O9du3Yp/Vtc9kFyFFbSsbSwsMDu3bszf/N4PNy+fTsePnyYqOstKVaekZGBvXv3JrZvZ2eHp0+fZvVFUzW3y6MAORUVp1B+LlrjUGqyUg7i/1eGsLGxQT09PfTy8sIzZ85opK/SlTBMTEwwPT0db9y4gbt27cL58+fjwIEDsWnTpsSDUZUmFArR2dkZfXx8aCi9jCnv4XFNC6aLa4RL34+yaoR//PiRpUdpZWWFR48eRUTZIuhxcXHEyGSbNm0IJ0pemFJV+yA50ifdUlNTERHx0qVLMtdp1aqV0r8lbR8kR1klj6mhoSEhQC8QCHDPnj1yxcqPHDnCysYeMGAAfvr0ieiDpjK3y5MAuWQY29fXl4axKZSfjNY4lIiareVdmkjX6m3durXc9b9+/YqJiYl45MgRXL58OQYHB2OHDh3QycmJc+6RMo2G0suO8hwe16RgemZmJk6YMEHpGuEHDx5kzXUcPHgwfv78WaYI+t69e4mwuJeXF/F7kp9JN22xD1z7oqOjQzjZurq6uG/fPpli5Z8/f8ZBgwYRn1laWuKhQ4eI39ZUze3yIkBOw9gUSvlBqxzK2bNnEwbC3NycqPxQHsjOzmY9rGfPnq329vLz8/Hp06d49uxZ3LhxI06bNg179eqFbm5uxGiNKk1eKF3ZEBdFecpjeDw7OxtjY2OxSZMmnH3x9vbGuLg4Vp1uLlSpEf7u3TtW0kflypXx3LlzKBKJMDIykgh1u7m5YWxsLOrr6xOOgeQ6spq22AcAIPaHx+MRLyL6+vq4c+dOYhSQx+PhsmXLUCQS4dmzZ4k5lwCAvr6++O7dO+K3S1pzOycnB3ft2oVNmzblPN5NmjTBnTt3luoxVzeMLV1ukkKhaB6tcihTUlJYRiM2Nrasu0UQExPD6qOimrjqIhKJ8N27dxoNpevo6GCNGjVoKL2UKI/h8fv37+Po0aM5X1AsLCxw2rRpSl3DymaEi0QijI2NZYUkQ0JC8Pv373jq1CniM0tLS1y7di0xGqZoNEqb7IN0k8yQNzY2xnXr1nGKlX/79o2Z8yn52c6dO4nR4ZJmbisSIA8KCio1AXIaxqZQtAetcigRkSWB4eXlVW5CuCKRiDUXzMfHp8z68+3bt1IPpe/Zs4eG0ktAeQqPf/nyBTds2MDK5ha3jh074pEjR+SOnKqSEf7q1Sts3749sV716tXx+vXrmJSURIRlhUIhzpw5E01NTZllyigplHf7AECOTkruk5mZGc6cOZOYY1mzZk1MTk7Ga9eusSSi2rdvTyS9lCRzu6CgAI8cOYIdOnTgPK5169bFqKgolvSaJqBhbApFO9E6h/LYsWMsoxIXF1fW3UJExF27drH6Fh8fX9bd4kQylB4dHa2RULqJiQkNpZeQ8hAeF4lEeO3aNQwMDOSco2hvb48LFiyQG0ZUNiO8qKgIo6KiiCxjHo+H06dPx/T0dNYLpL+/P5FIIhk+lhUGL8/2QbJJ7kulSpVY5Rl9fHwwPT0dp02bRuyrgYEBRkVFMQ5iSTK337x5g/Pnz2edN4DiEcABAwbgtWvXNOqk0zA2hfJroHUOZUFBASsj08zMjFML72eSlpZGjJ4AAFarVk0rHSlZoXRvb2+0trZWy9mkoXTVKQ/h8ZIKpiubEZ6SkoLe3t6skbTbt2+zRNC9vLyIkTyuxBBtsA+STfIlztbWFr28vIjPp06dirdu3WKNYjdr1oyZjqBu5vbPFiBXJ4y9dOlSGsamUMo5WudQIiIePXqUZXi6d+9eZqEtkUiE3bp1Y/VJLIvyq0FD6WVDWYbHi4qK8PTp02oLpiuTEV5YWIiRkZHEqKhQKMSwsDDctm0bsdze3p5IRKlQoYLc41Ee7YO4Seo22tvbE6ODurq6uH37dlywYAER+tbV1cVly5ZhYWGh2pnbP1OA/NOnT3jo0CEaxqZQfmG00qFERAwICGAZosjIyDLpy9KlS1l9CQwMLJO+lDXiUPq5c+doKL2UKavweEkE05XJCH/w4AHWr1+f+Lxhw4a4d+9eYmRSX1+fMzQrq5Un+yDp9Ek6k5LZ7DY2Nrh371709PQkvuPh4YEPHz5ERNUzt5UVIC+puDcNY1Mo/3torUP54cMHzkzmjRs3/tR+REVFsfpgbW2tUmm7/xW4QumDBg3SSCi9U6dO/9Oh9LIIj5dEMF1RRnheXh6GhoYSI956eno4b948VmKLKtdOebAPko6+rH1o2LAhzp07l3D6BAIBzps3D/Pz81XO3C5tAXJ1w9j379+nYWwK5RdBax1KRO4EHfFIRGmHt0QikcyRh2PHjpXqb/+q/KxQ+q1bt/D9+/e/dCj9Z4fH1RFMVyYjPCEhgShLCFCskenr66vW9VAe7AMAmUBkbm5OfObr68uaT1q7dm28c+eOypnbpSlArkoY29XVlYaxKZRfHK12KBERV65cyWnAunfvXmoT8dPS0mTOiVq1alWp/Ob/Ovn5+fjs2TMaSleTnxUeFwumc4Vhxc6gtGC6oozwjIwMnDJlCiuzuVevXmo7lWVlH6Sb5LXL4/GwV69erIz3KVOm4Lt375TO3C4tAXIaxqZQKPLQeocSETEsLIzTqJmamuKuXbs0NhohEolw165dMrM1w8LCNPI7FNWQDqUvWLBAo6H0sWPH/lKh9J8VHldVMF1RRviFCxcI0e+Stp9tH7iuMfH/jY2N0cPDg/jc0dERL1y4oHTmtqYFyKXD2NLnRbLRMDaFQvklHEpE2SOVAMXzkWJiYtQuCZadnY0xMTGcosTiRkcmyy+yQunVq1enoXQs/fC4qoLp8jLCd+3ahaNGjVL5fHHJHv1M+yDdpMXMpUPSo0ePxl27dinM3Na0ALk4jD169GilwtiTJ0+mYWwKhYKIiDxERPhFiI+Ph6CgIMjIyOD83MzMDIYOHQpt2rQBT09PsLOzk7mt9PR0uHv3Lly+fBliY2Ph8+fPnOtZW1vDli1boEePHhrZB8rPpbCwEF69egXPnj3jbD9+/FB5myYmJuDk5ATVq1dntSpVqoBAICiFPdEcb968gfPnz8O5c+fgwoUL8OHDB871+Hw+NG7cGDp27AgdOnSAxo0bg1AolLldRIQbN25AdHQ0HDp0CPLz84nP7e3tYdSoUTBy5Eiwt7eHZ8+ewZw5c2D//v3Eek2aNAFTU1M4c+aMUvvTp08fOHTokML1SsM+KKJSpUqQmZnJ/G1nZweTJ0+GQ4cOwe3bt4l1+/fvD4sWLQInJydIS0uDrVu3wtatWyE9PZ1YT1dXF/z9/SEkJAS8vb2Bx+PJ/P2CggJISEiAc+fOwblz5yAhIQFEIhHnupaWltChQwfmfNvb26u1zxQK5dfkl3IoAQA+fvwIEyZMgL179ypc18bGBtzd3aFixYqgq6sL+fn5kJWVBYmJifDu3TuF3w8MDIR169aBhYWFJrpOKWcgImRmZsKzZ8/g+fPnLGdT1ouLPHR0dMDBwYFxMCUdTycnJzAwMCiFPVEfkUgE//zzD+NwXL9+HQoKCjjXNTExgbZt20LHjh2hY8eOUL16dZnbff/+PcTExMCmTZsgNTWV+EwgEECPHj0gJCQE2rVrB/fu3YPp06fDlStXVO7/kCFDYOfOnSp/D6Dk9kER+vr6kJOTw/zdrVs3KCwsZDnKrVu3hmXLloGnpydcuHABNm3aBMePH4eioiJiPScnJwgKCoJhw4aBlZUV528iIjx79ow5nxcvXoRv375xrqurqwvNmzdnzqe7uzvw+fwS7jWFQvlV+eUcSjHHjh2DSZMmwcuXLzW+7WrVqsGaNWugZ8+eGt82RXv4/v07p6P5/PlzePHiBeuBrwy2tracI5vVq1cHCwsLuaNNP4MfP37A1atXGYckKSlJ5rpOTk7MiFbbtm3B1NSUtY5IJIJz585BdHQ0nDx5kjU65uzsDEFBQTB06FC4ffs2zJw5Ex49eqSwn0KhEJo3bw6XL19mfRYZGQk1atSAyZMnl5p9WL16NTx58gRmzpzJ+pzH44Gk2TU3N4cGDRrAxYsXif13dXWFZcuWQaNGjSA2NhY2b94MT58+JbbF5/Ohe/fuEBISAh06dOB0+D5//gwXL15kztmLFy9k9t3V1ZUZgWzZsiUYGhqqcQQoFMr/Ir+sQwkAUFRUBKdOnYKNGzfC2bNnS7w9Hx8fGDNmDHTt2rXchy0pZcv/Sihdk+Hx169fw9atW2Hbtm3w9u1b4jM9PT3o27cvBAYGQufOnRX2y93dHd6+fUuEkwEANm7cCCEhIQDwc+zDxo0bYezYsTK/U7NmTXj9+jUxUmlvbw8LFy6EGjVqwJYtW+DgwYOQl5dHfM/W1hZGjRoFo0aNgsqVKxOfFRQUwO3bt5nzIi+MbWVlBe3bt6dhbAqFUmJ+aYdSkidPnkBsbCzcvHkT7t+/D1+/flX4HRMTE2jQoAF4e3vDsGHDwNnZ+Sf0lPKrIxlK5wqna2soXVPh8YKCAjh+/DhER0fDn3/+qXI/PD09wdbWFk6ePEksj4yMhBkzZnB+pzTtQ2RkJMyaNYtYJhAIwMDAgAg3m5iYwOTJk8Hc3By2b98ODx48YG2rffv2EBISAt27dwcdHR0AoGFsCoVSPvifcSglEYlE8PTpU7h37x6kpqZCbm4u5OXlgZ6eHlSoUAEcHR3B09MTnJ2dqbGl/HR+lVC6JsLjKSkpsGnTJpUSXwYMGAB79uwhlnXv3h3i4+OV2k9N2wdEBF9fXzhx4gTn5zo6OtC3b18QCoVw+PBh+P79O/G5mZkZDBs2DIKCgqBmzZoAQMPYFAql/PE/6VBSKNqKNofSSxIeLygogKlTp0J0dLTM7RsZGUHdunUhPT0dXr16xSw3MzODR48ega2trUb2Qx3S09PB1dUVvnz5Qixv3Lgx5Ofnw99//836TpMmTSAkJAT8/f1BKBTC7du34dy5c3D+/HkaxqZQKOUO6lBSKL8IPyOULhlOL0koXZ3weGJiIisjXJrNmzdDUFAQsSwuLg4GDhyoVj81SVxcHAwePFjuOoaGhjBw4EAICgoCY2NjGsamUChaA3UoKZT/EWSF0p89ewYvX74s01C6KuFxWQiFQmjZsiVcvHiRWebl5QW3b98u8+x4gGKHv1GjRnD37l3WZ3Xr1oUhQ4aAtbU1XL9+XekwdseOHaFFixY0jE2hUMoc6lBSKJRyF0pXNjwupnHjxrBy5Upo3rw5sTw2NhaGDBmict9Li9jYWBg2bBixrHfv3pCWlgZ37tyhYWwKhaK1UIeSQqHIpaxD6SKRCAYOHAj79u2Tu81Ro0bB1q1bmb/Nzc3hzZs3oK+vL/d7379/h+XLl8Pt27chISEBPn/+DDExMTB06FDWusnJyTB58mS4fv066OrqQteuXWHVqlUyhcSlycnJAXt7e4UJRjSMTaFQtA3ZddIoFAoFioW4ra2twdraGry9vVmfqxNKLygogCdPnsCTJ084f1M6lJ6QkCC3j3p6epCcnEwsGzJkiEJnEgDgw4cPsHDhQqhatSq4u7tziqEDFI+atmzZEipWrAiLFy+G79+/w4oVK+Dhw4eQkJAAurq6Cn9LX18fhg4dCqtXr2Z9RsPYFApFm6EOJYVCKRFGRkbg5uYGbm5urM8KCgrg9evXKofS3759C2/fvoXr16/L/W0ejwetWrWCEydOsGpvt2nTRqn+29rawtu3b8HGxgbu3r0LXl5enOstXrwYfvz4Affu3YOqVasCAECjRo2gQ4cOEBsbC6NHj1bq91q3bk04lPr6+vD48WOoUqWKUt+nUCiU8gh1KCkUSqmho6MDTk5OjM6kJNKhdOlwujKhdESEy5cvw4gRI1hZ0J6enkr1UU9PD2xsbBSud/jwYejWrRvjTAIUC43XrFkTDhw4oLRD2bBhQ+LvnJwcolIOhUKhaCPUoaRQKGWCKqH0gQMHQnZ2tsxtSTuTtra2rBHLkpCWlgaZmZksZxCgeJTyjz/+UHpbdnZ2YGNjA+/evWOW3bt3jxEtp1AoFG2EOpQUCqVcIg6lOzk5cTqT+vr60KhRI/Dz84OvX7/C6dOnmc/c3d012hdxbXEucXRbW1v49OkTU01HGdzd3QmHUpG+JoVCoZR3aNoghUIp1xgYGEDlypUBAKBChQrQu3dv2L9/P7x//x4uX74M48ePh9zcXOI7FStW1GgfxCFpLoexQoUKxDrKIN0/6f5TKBSKtkFHKCkUSrmGz+dDQkICJCUlQaNGjcDY2Ji1Tn5+PvG3MhnXqiDOFs/Ly2N9JnYGlckoFyPdP67tUigUijZBHUoKhVLusbW1lVuLW9pBk3YwNfH7AP8f+pbk7du3YG5urnS4G4DdP1W+S6FQKOURGvKmUChaj/ToYFZWlka3b29vD1ZWVpxlExMSEqB+/foqbU+6f+KwOYVCoWgr1KGkUChaj4ODA/F3YmKixn/Dz88PTp48Ca9fv2aW/fnnn5CSkgL+/v4qbUu6f46OjhrpI4VCoZQVtPQihULRelJSUqBWrVrEsrS0NKWlgzZs2ABfvnyB9PR0iI6Oht69e4OHhwcAAIwfPx4qVqwIr1+/Bg8PDzA1NYWJEycyJRsrV64Md+7cUTpsnZ6ezqrF/fjxYyobRKFQtBrqUFIoFK1HJBKBqakpoUd5/Phx6N69u1Lfd3BwgJcvX3J+lpqayoyAPnr0CKZMmULU8l65ciVYW1sr3dfjx4+Dr68v87eJiQl8/vyZ1uqmUChaDU3KoVAoWg+fz4cGDRrAlStXmGWXLl1S2qF88eKFUuu5urrC2bNn1ekig3St8AYNGlBnkkKhaD3UilEolF+CZs2aEX/v3Lmz3JU0zMnJgdjYWGIZV5UgCoVC0TaoQ0mhUH4Jhg4dSvz96dMnOHDgQNl0Rgb79++Hz58/E8uGDRtWRr2hUCgUzUEdSgqF8ktQo0YN6NixI7EsKioKyss0cUSEqKgoYpmPjw84OzuXUY8oFApFc1CHkkKh/DKMGTOG+PvOnTuwZ8+eMuoNye7du1k6ltL9pVAoFG2FZnlTKJRfhsLCQnB2diYyts3MzODRo0dyK+2UNunp6eDq6gpfvnxhllWrVg2ePXsGAoGgzPpFoVAomoKOUFIolF8GoVAIa9asIZZ9/vwZgoKCyiz0jYgQFBREOJMAAGvWrKHOJIVC+WWgDiWFQvml6NmzJwQEBBDLTpw4AcuXLy+T/ixbtgxOnjxJLAsMDISePXuWSX8oFAqlNKAhbwqF8svx8eNHqFOnDmRmZhLLN27cCCEhIT+tHxs3boSxY8cSy6ytreHRo0dgYWHx0/pBoVAopQ0doaRQKL8cFhYWsGXLFtbyMWPGwLJly0o9/I2IEBkZyXImAQA2b95MnUkKhfLLQR1KCoXyS+Lr6wsrV65kLZ85cyb4+vrC27dvS+V309PToUePHjBr1izWZ6tWrSLKLlIoFMqvAnUoKRTKL8uUKVMgLCyMtfzEiRNQp04diIuL09hoJSJCXFwcuLq6suZMAgCEhYXB5MmTNfJbFAqFUt6gcygpFMovz6pVq2Dq1KmcnzVs2BDGjh0L/fr1A319fZW3nZOTA/v374eoqCiWzqTk71NnkkKh/MpQh5JCofxPEB8fD0FBQZCRkcH5uZmZGQwdOhTatGkDnp6eYGdnJ3Nb6enpcPfuXbh8+TLExsayyimKsba2hi1btkCPHj00sg8UCoVSXqEOJYVC+Z/h48ePMGHCBNi7d6/CdW1sbMDd3R0qVqwIurq6kJ+fD1lZWZCYmAjv3r1T+P3AwEBYt24dTcChUCj/E1CHkkKh/M9x7NgxmDRpElFRR1NUq1YN1qxZQ3UmKRTK/xTUoaRQKP+TFBUVwalTp2Djxo1w9uzZEm/Px8cHxowZA127dqUVcCgUyv8c1KGkUCj/8zx58gRiY2Ph5s2bcP/+ffj69avC75iYmECDBg3A29sbhg0bBs7Ozj+hpxQKhVI+oQ4lhUKhSCASieDp06dw7949SE1NhdzcXMjLywM9PT2oUKECODo6gqenJzg7OwOfT5XXKBQKBYA6lBQKhUKhUCiUEkJfrykUCoVCoVAoJYI6lBQKhUKhUCiUEkEdSgqFQqFQKBRKiaAOJYVCoVAoFAqlRFCHkkKhUCgUCoVSIqhDSaFQKBQKhUIpEdShpFAoFAqFQqGUCOpQUigUCoVCoVBKBHUoKRQKhUKhUCglgjqUFAqFQqFQKJQSQR1KCoVCoVAoFEqJoA4lhUKhUCgUCqVEUIeSQqFQKBQKhVIiqENJoVAoFAqFQikR1KGkUCgUCoVCoZQI6lBSKBQKhUKhUEoEdSgpFAqFQqFQKCWCOpQUCoVCoVAolBJBHUoKhUKhUCgUSomgDiWFQqFQKBQKpURQh5JCoVAoFAqFUiKoQ0mhUCgUCoVCKRHUoaRQKBQKhUKhlAjqUFIoFAqFQqFQSgR1KCkUCoVCoVAoJYI6lBQKhUKhUCiUEvF/HWqsYB0E/sEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_network_digraph(10, 12 ,8)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
